Measuring objective and subjective well-being: dimensions and data sources

Well-being is an important value for people’s lives, and it could be considered as an index of societal progress. Researchers have suggested two main approaches for the overall measurement of well-being, the objective and the subjective well-being. Both approaches, as well as their relevant dimensio...

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Published inInternational journal of data science and analytics Vol. 11; no. 4; pp. 279 - 309
Main Authors Voukelatou, Vasiliki, Gabrielli, Lorenzo, Miliou, Ioanna, Cresci, Stefano, Sharma, Rajesh, Tesconi, Maurizio, Pappalardo, Luca
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 01.05.2021
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Online AccessGet full text
ISSN2364-415X
2364-4168
DOI10.1007/s41060-020-00224-2

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Abstract Well-being is an important value for people’s lives, and it could be considered as an index of societal progress. Researchers have suggested two main approaches for the overall measurement of well-being, the objective and the subjective well-being. Both approaches, as well as their relevant dimensions, have been traditionally captured with surveys. During the last decades, new data sources have been suggested as an alternative or complement to traditional data. This paper aims to present the theoretical background of well-being, by distinguishing between objective and subjective approaches, their relevant dimensions, the new data sources used for their measurement and relevant studies. We also intend to shed light on still barely unexplored dimensions and data sources that could potentially contribute as a key for public policing and social development.
AbstractList Well-being is an important value for people’s lives, and it could be considered as an index of societal progress. Researchers have suggested two main approaches for the overall measurement of well-being, the objective and the subjective well-being. Both approaches, as well as their relevant dimensions, have been traditionally captured with surveys. During the last decades, new data sources have been suggested as an alternative or complement to traditional data. This paper aims to present the theoretical background of well-being, by distinguishing between objective and subjective approaches, their relevant dimensions, the new data sources used for their measurement and relevant studies. We also intend to shed light on still barely unexplored dimensions and data sources that could potentially contribute as a key for public policing and social development.
Author Gabrielli, Lorenzo
Miliou, Ioanna
Tesconi, Maurizio
Pappalardo, Luca
Sharma, Rajesh
Cresci, Stefano
Voukelatou, Vasiliki
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  email: luca.pappalardo@isti.cnr.it, info@sobigdata.eu
  organization: ISTI-CNR
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Cites_doi 10.2807/ese.14.44.19386-en
10.1123/jpah.7.1.102
10.1145/2623330.2623335
10.1145/2337542.2337557
10.1371/journal.pone.0064417
10.1111/jmcb.12154
10.1126/science.1202775
10.1038/nature23018
10.1371/journal.pone.0040014
10.1186/s12876-018-0832-9
10.1371/journal.pone.0160589
10.1016/j.sste.2015.09.001
10.1017/CBO9781139128926.017
10.1080/01441647.2013.815288
10.1016/j.jebo.2012.03.008
10.1037/11383-000
10.1007/s00265-009-0739-0
10.1037/0003-066X.55.1.68
10.1007/s10902-014-9521-8
10.1016/j.eswa.2014.03.024
10.1126/sciadv.1500779
10.1089/big.2018.0083
10.1007/s11205-015-1085-4
10.1016/S1361-9209(01)00007-4
10.1007/s10784-016-9322-0
10.59807/jlsar.v1i1.10
10.1016/S0191-8869(01)00019-8
10.1257/jel.47.4.1029
10.1073/pnas.1203882109
10.1016/j.ecolecon.2013.07.003
10.1140/epjds31
10.1080/0735648X.2017.1326831
10.1016/j.ecolecon.2004.06.015
10.1086/592424
10.1145/3184558.3186337
10.1111/jcom.12084
10.1109/MPRV.2011.79
10.1017/S0033291706007409
10.1515/jos-2015-0017
10.1037/a0032124
10.1007/978-3-319-00615-4_14
10.1038/nature07634
10.1289/ehp.5350
10.1140/epjds/s13688-016-0083-3
10.1007/978-3-642-22362-4_35
10.1038/srep03578
10.1080/17439760.2016.1163411
10.1016/j.procs.2016.04.188
10.1093/jamia/ocw042
10.1016/j.jad.2009.08.015
10.1007/s10519-010-9365-x
10.1007/s10618-017-0548-4
10.4995/CARMA2016.2016.4213
10.1007/978-3-642-31205-2_6
10.1016/j.jpubeco.2003.07.006
10.1002/jcop.20136
10.1145/2160673.2160684
10.2196/jmir.7.3.e36
10.1086/593098
10.3758/s13428-011-0081-0
10.1007/s11205-015-1167-3
10.1177/1745691610369469
10.5195/HCS.2013.147
10.1249/JES.0000000000000035
10.1007/s10940-016-9312-y
10.2337/db18-738-P
10.1257/pol.1.2.190
10.1038/nature03459
10.1007/s10584-007-9299-3
10.1016/j.tra.2019.07.017
10.1111/1469-0691.12477
10.2139/ssrn.1811247
10.1016/S0305-750X(01)00109-7
10.3389/fdata.2019.00013
10.1016/j.ins.2016.05.052
10.1016/0047-2727(95)01564-7
10.1371/journal.pntd.0001206
10.5502/ijw.v2i3.4
10.1098/rsta.2010.0284
10.1145/2750858.2805845
10.1016/j.resconrec.2014.11.016
10.1073/pnas.1005962107
10.1140/epjds/s13688-015-0053-1
10.1503/cmaj.1090215
10.1145/2556288.2557358
10.1177/2378023118760414
10.1017/CBO9781139128926.016
10.1145/2441776.2441817
10.3233/JEM-2011-0342
10.1037/0022-3514.59.6.1216
10.1111/j.1475-5890.2009.00099.x
10.1007/s00148-007-0146-7
10.1007/978-3-319-67256-4_2
10.1145/2749279.2749283
10.1038/srep10650
10.1037/0022-3514.54.6.1063
10.1037/a0023779
10.1504/IJHD.2014.066115
10.1098/rsta.2016.0360
10.1145/2663204.2663254
10.1596/0-8018-5254-4
10.1007/BF00292648
10.1038/ncomms9166
10.1038/s41562-018-0307-6
10.1109/MC.2016.134
10.1609/icwsm.v12i1.15073
10.1016/B978-0-12-205050-3.50008-7
10.1007/BF01078967
10.1140/epjds/s13688-019-0181-0
10.1596/1813-9450-7969
10.1257/jep.22.2.53
10.1371/journal.pmed.1001083
10.1371/journal.pone.0004378
10.1109/SMC.2016.7844410
10.1111/j.1475-4932.2012.00809.x
10.1038/jes.2012.81
10.1016/j.foodpol.2011.08.001
10.1002/ejsp.2420150303
10.1145/3035918.3054776
10.1038/srep03141
10.1109/SIEDS.2015.7117012
10.1016/j.cobeha.2017.07.006
10.1080/14697688.2014.931593
10.1007/978-94-009-6432-7
10.1007/978-3-319-23947-7_9
10.1007/978-3-319-54024-5_1
10.1007/s11205-015-1130-3
10.1109/CIP.2010.5604088
10.1073/pnas.1011492107
10.1002/mpr.1522
10.1109/MIC.2016.115
10.1038/srep01684
10.1111/1468-0297.00636
10.1140/epjds/s13688-016-0094-0
10.29252/jbrms.5.3.1
10.1126/science.1186605
10.1126/science.aac4420
10.3201/eid/1706.101451
10.3201/eid0602.000201
10.1037/pspp0000066
10.1037/0033-2909.95.3.542
10.1016/j.resconrec.2016.11.024
10.1161/01.CIR.97.18.1837
10.1201/b18023
10.1007/s10519-009-9294-8
10.1007/s11205-014-0646-2
10.2174/9781681086118118010004
10.1073/pnas.1415012112
10.1016/j.techfore.2015.06.035
10.1007/s00181-009-0295-5
10.1057/jors.1995.6
10.2196/10179
10.1186/1476-069X-12-93
10.1073/pnas.1522305113
10.3389/fpubh.2015.00189
10.1002/joc.4940
10.1007/978-88-470-5532-2
10.1111/j.1467-6435.2006.00319.x
10.1037/0022-3514.85.6.1136
10.1098/rsif.2015.0185
10.1037/0022-3514.38.4.668
10.1136/bmj.a2338
10.1371/journal.pone.0019467
10.2139/ssrn.1369806
10.1037/a0030487
10.1016/j.ypmed.2016.01.012
10.1093/oep/gpw022
10.1145/3041021.3055135
10.1145/2248341.2248345
10.1038/s41370-018-0058-5
10.1109/BigData.2015.7363835
10.1177/0956797614557867
10.1007/s10584-016-1753-7
10.1140/epjds/s13688-015-0046-0
10.1016/S1473-3099(01)00148-7
10.1007/s10902-009-9144-7
10.1073/pnas.1320040111
10.1145/2623330.2623619
10.1037/a0026733
10.4269/ajtmh.2012.11-0597
10.1257/jel.40.2.402
10.1109/SocialCom.2013.118
10.1145/2442882.2442902
10.1016/j.jocs.2010.12.007
10.1371/journal.pone.0064323
10.1186/1475-2875-12-390
10.1126/science.aah5217
10.1145/2412096.2412101
10.1038/nature06958
10.1016/j.amepre.2015.07.033
10.1371/journal.pone.0128692
10.1073/pnas.1324054111
10.2105/AJPH.2013.301696
10.1016/j.joep.2015.08.009
10.1371/journal.pone.0026752
10.1375/twin.13.2.135
10.3115/1225733.1225751
10.3386/w16334
10.1007/978-3-319-67217-5_31
10.1007/s11356-013-2277-6
10.1257/jep.23.2.99
10.1016/j.rinp.2016.07.008
10.1177/1532440012438889
10.1377/hlthaff.2014.0798
10.2139/ssrn.357342
10.1146/annurev.clinpsy.3.022806.091415
10.1111/j.1740-9713.2012.00588.x
10.1109/MCOM.2010.5560598
10.1093/acprof:oso/9780199686674.003.0005
10.1037/pspp0000115
10.1140/epjds/s13688-017-0099-3
10.1016/j.apgeog.2014.04.003
10.1140/epjds/s13688-014-0033-x
10.1145/3106774
10.1371/journal.pmed.0050151
10.1038/srep01801
10.1145/1379092.1379106
10.1016/j.intmar.2018.05.001
10.1140/epjst/e2013-01715-5
10.2105/AJPH.2015.302696
10.1016/j.joep.2007.09.001
10.1140/epjds/s13688-016-0081-5
10.1145/3041021.3051155
10.1145/2370216.2370266
10.1016/j.envsci.2013.02.011
10.1007/s11205-013-0356-1
10.1109/BigData.2017.8258061
10.1162/artl_a_00034
10.2139/ssrn.601201
10.1016/j.jhealeco.2006.08.004
10.1111/j.0963-7214.2004.00501001.x
10.5772/38061
10.1093/aje/kww071
10.1109/MIC.2017.4180834
10.1037/a0029873
10.1177/2053951714538417
10.1080/0144929X.2018.1529197
10.1145/2145204.2145347
10.1002/ijop.12161
10.1145/1864349.1864394
10.1098/rsif.2016.0690
10.1016/j.bushor.2016.11.005
10.3790/aeq.55.2.107
10.1140/epjds/s13688-017-0100-1
10.1145/1096000.1096010
10.1126/science.1103572
10.1016/j.ecolecon.2005.12.005
10.1371/journal.pone.0090315
10.1007/s11205-011-9874-x
10.1007/s41060-016-0013-2
10.1371/journal.pntd.0001258
10.3390/rs9020153
10.3389/fams.2017.00014
10.1093/aje/kwi054
10.3386/w20010
10.1145/2441776.2441852
10.1093/cid/ciu647
10.1371/journal.pone.0193150
10.1016/j.amepre.2011.07.017
ContentType Journal Article
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Issue 4
Keywords Subjective well-being
Objective well-being
Well-being dimensions
Well-being
Artificial intelligence for social good
Data science for social good
New data sources
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References PreisTMoatHSBishopSRTreleavenPStanleyHEQuantifying the digital traces of hurricane sandy on flickrSci. Rep.201333141
GardnerJOswaldAJMoney and mental wellbeing: a longitudinal study of medium-sized lottery winsJ. Health Econ.20072614960
LamposVCristianiniNNowcasting events from the social web with statistical learningACM Trans. Intell. Syst. Technol.20123472
BehrendTSSharekDJMeadeAWWiebeENThe viability of crowdsourcing for survey researchBehav. Res. Methods2011433800
JanssenAParslowEPregnancy and alcohol purchases: evidence from scanner dataAvail. SSRN2019344655912
RadcliffBShufeldtGDirect democracy and subjective well-being: the initiative and life satisfaction in the American statesSoc. Indic. Res.2016128314051423
PicornellMRuizTBorgeRGarcía-AlbertosPde la PazDLumbrerasJPopulation dynamics based on mobile phone data to improve air pollution exposure assessmentsJ. Expos. Sci. Environ. Epidemiol.2019292278
KerrJDuncanSSchipperjinJUsing global positioning systems in health research: a practical approach to data collection and processingAm. J. Prev. Med.2011415532540
ScholzKErikssonMStridICarbon footprint of supermarket food wasteResour. Conserv. Recycl.2015945665
AlthouseBMNgYYCummingsDAPrediction of dengue incidence using search query surveillancePLoS Neglect. Trop. Dis.201158e1258
Van AelstPDe SwertKPolitics in the News: Do Campaigns Matter? A Comparison of Political News During Election Periods and Routine Periods in Flanders (Belgium)2009BelgiumWalter de Gruyter GmbH & Co, KG
Francesco/FD D, Marcucci J “google it!” forecasting the us unemployment rate with a google job search index. Mpra paper. University Library of Munich, Germany. https://EconPapers.repec.org/RePEc:pra:mprapa:18248 (2009)
GreenTCHuangRWenQZhouDCrowdsourced employer reviews and stock returnsJ. Financ. Econ.2019218
KenrickDTGriskeviciusVNeubergSLSchallerMRenovating the pyramid of needs: contemporary extensions built upon ancient foundationsPerspect. Psychol. Sci.201053292314
Rost, M., Barkhuus, L., Cramer, H., Brown, B.: Representation and communication: challenges in interpreting large social media datasets. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. 357–362. ACM (2013)
SignoriniASegreAMPolgreenPMThe use of Twitter to track levels of disease activity and public concern in the US during the influenza A H1N1 pandemicPLoS ONE201165e19467
SadlerRCGillilandJAComparing children’s GPS tracks with geospatial proxies for exposure to junk foodSpat. Spat. Temp. Epidemiol.2015145561
RøysambEHarrisJRMagnusPVittersøJTambsKSubjective well-being. Sex-specific effects of genetic and environmental factorsPersonal. Individ. Differ.2002322211223
MadanACebrianMMoturuSFarrahiKSensing the “health state” of a communityIEEE Pervasive Comput.20111143645
BollenJGonçalvesBvan de LeemputIRuanGThe happiness paradox: your friends are happier than youEPJ Data Sci.2017614
BlumenstockJEFighting poverty with dataScience20163536301753754
Hersman, E., Okolloh, O., Rotich, J., Kobia, D.: Ushahidi. https://www.ushahidi.com. Accessed Oct 2019 (2008)
LucasRELawlessNMDoes life seem better on a sunny day? Examining the association between daily weather conditions and life satisfaction judgmentsJ. Pers. Soc. Psychol.20131045872
BlondelVDDecuyperAKringsGA survey of results on mobile phone datasets analysisEPJ Data Sci.20154110
Sundsøy, P., Bjelland, J., Reme, B.A., Jahani, E., Wetter, E., Bengtsson, L.: Towards real-time prediction of unemployment and profession. In: International Conference on Social Informatics, pp. 14–23. Springer (2017)
Tingzon, I., Orden, A., Sy, S., Sekara, V., Weber, I., Fatehkia, M., Herranz, M.G., Kim, D.: Mapping Poverty in the Philippines Using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information (missing year)
SolomonDJConducting web-based surveysPract. Assess. Res. Eval.200171912
AvvenutiMCresciSDel VignaFTesconiMImpromptu crisis mapping to prioritize emergency responseComputer20164952837
BarabasiALThe origin of bursts and heavy tails in human dynamicsNature20054357039207
ChunaraRAndrewsJRBrownsteinJSSocial and news media enable estimation of epidemiological patterns early in the 2010 haitian cholera outbreakAm. J. Trop. Med. Hyg.20128613945
SeligmanMEFlourish: A New Understanding of Happiness and Well-Being and How to Achieve Them2011BostonNicholas Brealey
MeursHHaaijerRSpatial structure and mobilityTransp. Res. Part D Transp. Environ.200166429446
MetzgerMHTvardikNGicquelQBouvryCPouletEPotinet-PagliaroliVUse of emergency department electronic medical records for automated epidemiological surveillance of suicide attempts: a french pilot studyInt. J. Methods Psychiatric Res.2017262e1522
CovielloLSohnYKramerADMarlowCFranceschettiMChristakisNAFowlerJHDetecting emotional contagion in massive social networksPLoS ONE201493e90315
ZweigJSAre women happier than men? Evidence from the Gallup World PollJ. Happiness Stud.2015162515541
VeenhovenRVergunstFThe Easterlin illusion: economic growth does go with greater happinessInt. J. Happiness Dev.201414311343
TayLChanDDienerEThe metrics of societal happinessSoc. Indic. Res.20141172577600
FreyBSStutzerAWhat can economists learn from happiness research?J. Econ. Lit.2002402402435
KahnemanDDienerESchwarzNWell-Being: Foundations of Hedonic Psychology1999New YorkRussell Sage Foundation
VeenhovenRConditions of Happiness, Reidel1984DordrechtSpringer
BoykoffMTLost in translation? united states television news coverage of anthropogenic climate change, 1995–2004Clim. Change2008861–2111
Kramer, A.D., Guillory, J.E., Hancock, J.T.: Experimental evidence of massive-scale emotional contagion through social networks. In: Proceedings of the National Academy of Sciences, p. 201320040 (2014)
DienerETayLOishiSRising income and the subjective well-being of nationsJ. Pers. Soc. Psychol.20131042267
LimaADe DomenicoMPejovicVMusolesiMDisease containment strategies based on mobility and information disseminationSci. Rep.2015510650
GraingerACitizen observatories and the new earth observation scienceRemote Sens.201792153
DolanPPeasgoodTWhiteMDo we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-beingJ. Econ. Psychol.200829194122
OlteanuACastilloCDiazFKicimanESocial data: biases, methodological pitfalls, and ethical boundariesFront. Big Data2019213
EagleNMacyMClaxtonRNetwork diversity and economic developmentScience201032859811029103126643861226.91053
BordinoIBattistonSCaldarelliGCristelliMUkkonenAWeberIWeb search queries can predict stock market volumesPLoS ONE201277e40014
Shi, Z.R., Wang, C., Fang, F.: Artificial Intelligence for Social Good: A Survey. arXiv preprint arXiv:2001.01818 (2020)
BollenJGonçalvesBRuanGMaoHHappiness is assortative in online social networksArtif. Life2011173237251
HandDJAspects of data ethics in a changing world: where are we now?Big Data201863176190
MitchellLFrankMRHarrisKDDoddsPSDanforthCMThe geography of happiness: connecting twitter sentiment and expression, demographics, and objective characteristics of placePLoS ONE201385e64417
EttredgeMGerdesJKarugaGUsing web-based search data to predict macroeconomic statisticsCommun. ACM200548118792
Avvenuti, M., Bellomo, S., Cresci, S., La Polla, M.N., Tesconi, M.: Hybrid crowdsensing: A novel paradigm to combine the strengths of opportunistic and participatory crowdsensing. In: Proceedings of the 26th International Conference on World Wide Web Companion, International World Wide Web Conferences Steering Committee, pp. 1413–1421 (2017)
FleurbaeyMBeyond gdp: the quest for a measure of social welfareJ. Econ. Lit.2009474102975
AlkireSDimensions of human developmentWorld Dev.2002302181205
FrijtersPBeattonTThe mystery of the u-shaped relationship between happiness and ageJ. Econ. Behav. Organ.2012822–3525542
OzkanTWorrallJLZettlerHValidating media-driven and crowdsourced police shooting data: a research noteJ. Crime Justice2018413334345
NsoesieEMarartheMBrownsteinJForecasting peaks of seasonal influenza epidemicsPLoS Curr.201358
Quercia, D., Ellis, J., Capra, L., Crowcroft, J.: Tracking gross community happiness from tweets. In: Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work, pp. 965–968. ACM (2012)
AminiAKungKKangCSobolevskySRattiCThe impact of social segregation on human mobility in developing and industrialized regionsEPJ Data Sci.2014316
AnusicISchimmackUStability and change of personality traits, self-esteem, and well-being: introducing the meta-analytic stability and change model of retest correlationsJ. Pers. Soc. Psychol.20161105766
GoldbergLRAn alternative “description of personality”: the big-five factor structureJ. Pers. Soc. Psychol.19905961216
Balahur, A., Steinberger, R., Kabadjov, M., Zavarella, V., Van Der Goot, E., Halkia, M., Pouliquen, B., Belyaeva, J.: Sentiment analysis in the news. arXiv preprint arXiv:1309.6202 (2013)
Stiglitz, J.E., Sen, A., Fitoussi, J.P.: Measurement of economic performance and social progress. Online document. http://www.bitly/JTwmG Accessed 26 June 2012 (2009)
MendozaMPobleteBValderramaINowcasting earthquake damages with twitterEPJ Data Sci.2019813
Eurostat Practical Guide for Processing Supermarket Scanner Data (2017)
VeenhovenRSocial conditions for human happiness: a review of researchInt. J. Psychol.2015505379391
TayLDienerENeeds and subjective well-being around the worldJ. Pers. Soc. Psychol.20111012354
BrancoliPRoustaKBoltonKLife cycle assessment of supermarket food wasteResour. Conserv. Recycl.20171183946
BurgerRAristotle’s Dialogue with Socrates: On the “Nicomachean Ethics”2009ChicagoUniversity of Chicago Press
AlanyaliMMoatHSPreisTQuantifying the relationship between financial news and the stock marketSci. Rep.201333578
European Commission Citizens’ Observatories. https://www.ushahidi.com. Accessed Oct 2019 (2016)
Rapporto, BES Il benessere equo e sostenibile in Italia. ISTAT (2015)
GohTTXinZJinDHabit formation in social media consumption: a case of political engagementBehav. Inf. Technol.2019383273288
Stiglitz, J.E., Sen, A., Fitoussi, J.P.:
224_CR180
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224_CR88
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224_CR189
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224_CR97
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224_CR96
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224_CR306
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224_CR300
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224_CR308
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224_CR315
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224_CR311
224_CR310
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LR Goldberg (224_CR331) 1990; 59
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224_CR318
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224_CR324
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Q Yuan (224_CR198) 2013; 8
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N Askitas (224_CR213) 2009; 55
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JE Steele (224_CR76) 2017; 14
R Griffith (224_CR177) 2009; 30
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P Amerio (224_CR54) 2007; 35
224_CR102
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224_CR220
S Magruder (224_CR181) 2003; 24
MM Jankowska (224_CR103) 2015; 43
A Olteanu (224_CR121) 2019; 2
B Ariel (224_CR119) 2017; 33
VM Dukic (224_CR206) 2011; 17
AE Clark (224_CR25) 1996; 61
E Nsoesie (224_CR201) 2013; 5
G Guzman (224_CR221) 2011; 36
N Eagle (224_CR57) 2009; 63
EH Chan (224_CR204) 2011; 5
PW Wilson (224_CR155) 1998; 97
D Kahneman (224_CR279) 2004; 306
R Griffith (224_CR183) 2009; 23
S Alkire (224_CR5) 2002; 30
224_CR117
224_CR12
224_CR116
224_CR236
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224_CR114
224_CR15
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ME Seligman (224_CR333) 2011
E Røysamb (224_CR19) 2003; 85
S Goel (224_CR194) 2010; 107
B Stevenson (224_CR274) 2009; 1
AO Durahim (224_CR322) 2015; 99
DJ Solomon (224_CR40) 2001; 7
RC Sadler (224_CR113) 2015; 14
A Deaton (224_CR275) 2016; 68
B Chaix (224_CR109) 2016; 184
MH Metzger (224_CR158) 2017; 26
C Curme (224_CR224) 2014; 111
DG Blanchflower (224_CR298) 2014; 46
M Mendoza (224_CR140) 2019; 8
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224_CR127
224_CR248
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224_CR246
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224_CR122
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224_CR243
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224_CR242
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X Lu (224_CR90) 2016; 138
JH Fowler (224_CR303) 2008; 337
TS Behrend (224_CR232) 2011; 43
Y Kryvasheyeu (224_CR138) 2016; 2
Z Gadema (224_CR191) 2011; 36
M Bartels (224_CR13) 2009; 39
224_CR257
224_CR37
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224_CR135
224_CR256
224_CR38
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224_CR133
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224_CR131
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224_CR251
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224_CR250
A Ceron (224_CR319) 2014
224_CR30
224_CR1
S Baron (224_CR178) 1995; 46
224_CR39
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224_CR3
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224_CR9
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224_CR7
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224_CR42
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224_CR45
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224_CR144
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HN Mhaskar (224_CR159) 2017; 3
M Fleurbaey (224_CR2) 2009; 47
224_CR41
N Wilson (224_CR203) 2009; 14
X Chen (224_CR129) 2014; 51
R Veenhoven (224_CR31) 1991; 24
R Pellungrini (224_CR60) 2017; 9
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224_CR53
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224_CR55
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DB Neill (224_CR149) 2007; 4
224_CR153
DT Kenrick (224_CR22) 2010; 5
224_CR50
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224_CR271
224_CR51
L Tay (224_CR269) 2014; 117
224_CR52
AC Yang (224_CR208) 2011; 132
T Preis (224_CR223) 2013
P Van Aelst (224_CR175) 2009
F Kleemann (224_CR231) 2008; 4
DW Sacks (224_CR34) 2012; 12
E Colleoni (224_CR150) 2014; 64
224_CR64
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References_xml – reference: OECD.: OECD Better Life Index: Health. http://www.oecdbetterlifeindex.org/topics/health/. Accessed Oct 2019 (2011)
– reference: UNDP Sustainable Development Goals. https://sustainabledevelopment.un.org/sdgs. Accessed Oct 2019 (2015)
– reference: SchnittkerJHappiness and success: genes, families, and the psychological effects of socioeconomic position and social supportAm. J. Sociol.2008114S1S233S259
– reference: Meier, F., Fenner, D., Grassmann, T., Jänicke, B., Otto, M., Scherer, D.: Challenges and benefits from crowd sourced atmospheric data for urban climate research using Berlin, Germany, as testbed. In: ICUC9–9th International Conference on Urban Climate jointly with 12th Symposium on the Urban Environment (2015)
– reference: BartelsMBoomsmaDIBorn to be happy? The etiology of subjective well-beingBehav. Genet.2009396605
– reference: Kadar, C., Brüngger, R.R., Pletikosa, I.: Measuring ambient population from location-based social networks to describe urban crime. In: International Conference on Social Informatics, pp. 521–535. Springer (2017)
– reference: GoelSHofmanJMLahaieSPennockDMWattsDJPredicting consumer behavior with web searchProc. Nat. Acad. Sci.2010107411748617490
– reference: Antenucci, D., Cafarella, M., Levenstein, M., Ré, C., Shapiro, M.D.: Using social media to measure labor market flows. Technical report. National Bureau of Economic Research (2014)
– reference: Lampos, V., Cristianini, N.: Tracking the flu pandemic by monitoring the social web. In: 2010 2nd International Workshop on Cognitive Information Processing, pp. 411–416. IEEE (2010)
– reference: Piaggesi, S., Gauvin, L., Tizzoni, M., Cattuto, C., Adler, N., Verhulst, S., Young, A., Price, R., Ferres, L., Panisson, A.: Predicting city poverty using satellite imagery. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, pp. 90–96 (2019)
– reference: Chen, F., Neill, D.B.: Non-parametric scan statistics for event detection and forecasting in heterogeneous social media graphs. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1166–1175. ACM (2014)
– reference: Van AelstPDe SwertKPolitics in the News: Do Campaigns Matter? A Comparison of Political News During Election Periods and Routine Periods in Flanders (Belgium)2009BelgiumWalter de Gruyter GmbH & Co, KG
– reference: SaelensBEVernez MoudonAKangBHurvitzPMZhouCRelation between higher physical activity and public transit useAm. J. Public Health20141045854859
– reference: SantillanaMNsoesieEOMekaruSRScalesDBrownsteinJSUsing clinicians’ search query data to monitor influenza epidemicsClin. Infect. Dis. Off. Publ. Infect. Dis. Soc. Am.201459101446
– reference: BlanchflowerDGBellDNMontagnoliAMoroMThe happiness trade-off between unemployment and inflationJ. Money Credit Bank.201446S2117141
– reference: OECD.: OECD Better Life Index: Jobs. http://www.oecdbetterlifeindex.org/topics/jobs/. Accessed Oct 2019 (2011a)
– reference: PappalardoLVanhoofMGabrielliLSmoredaZPedreschiDGiannottiFAn analytical framework to nowcast well-being using mobile phone dataInt. J. Data Sci. Anal.201621759210.1007/s41060-016-0013-2
– reference: Tingzon, I., Orden, A., Sy, S., Sekara, V., Weber, I., Fatehkia, M., Herranz, M.G., Kim, D.: Mapping Poverty in the Philippines Using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information (missing year)
– reference: Bogomolov, A., Lepri, B., Staiano, J., Oliver, N., Pianesi, F., Pentland, A.: Once upon a crime: towards crime prediction from demographics and mobile data. In: Proceedings of the 16th International Conference on Multimodal Interaction, pp. 27–434. ACM (2014)
– reference: AdamsSAMatthewsCEEbbelingCBMooreCGCunninghamJEFultonJHebertJRThe effect of social desirability and social approval on self-reports of physical activityAm. J. Epidemiol.20051614389398
– reference: MaoHShuaiXAhnYYBollenJQuantifying socio-economic indicators in developing countries from mobile phone communication data: applications to côte d’ivoireEPJ Data Sci.20154115
– reference: Stiglitz, J.E., Sen, A., Fitoussi, J.P.: Report by the Commission on the Measurement of Economic Performance and Social Progress. The Commission Paris (2009)
– reference: Organisation for Economic Co-operation and Development How’s life? Measuring Well-Being. OECD, Paris (2011)
– reference: Google: Google Flu Trends. http://www.google.org/flutrends. Accessed Oct 2019 (2008)
– reference: Easterlin, R.A., Angelescu, L.: Happiness and growth the world over: time series evidence on the happiness-income paradox. Technical report. Institute of Labor Economics (IZA) (2009)
– reference: ShieldsMAPriceSWWoodenMLife satisfaction and the economic and social characteristics of neighbourhoodsJ. Popul. Econ.2009222421443
– reference: AmerioPRoccatoMPsychological reactions to crime in Italy: 2002–2004J. Commun. Psychol.200735191102
– reference: BartoliniSMikuckaMSarracinoFMoney, trust and happiness in transition countries: evidence from time seriesSoc. Indic. Res.2017130187106
– reference: PreisTReithDStanleyHEComplex dynamics of our economic life on different scales: insights from search engine query dataPhilos. Trans. R. Soc. A Math. Phys. Eng. Sci.201036819335707571910.1098/rsta.2010.02841211.91193
– reference: LathiaNSandstromGMMascoloCRentfrowPJHappier people live more active lives: using smartphones to link happiness and physical activityPLoS ONE2017121e0160589
– reference: Cresci, S., Di Pietro, R., Petrocchi, M., Spognardi, A., Tesconi, M.: The paradigm-shift of social spambots: evidence, theories, and tools for the arms race. In: Proceedings of the 26th International Conference on World Wide Web Companion, International World Wide Web Conferences Steering Committee, pp 963–972 (2017)
– reference: DukicVMDavidMZLauderdaleDSInternet queries and methicillin-resistant staphylococcus aureus surveillanceEmerg. Infect. Dis.20111761068
– reference: BengtssonLLuXThorsonAGarfieldRVon SchreebJImproved response to disasters and outbreaks by tracking population movements with mobile phone network data: a post-earthquake geospatial study in haitiPLoS Med.201188e1001083
– reference: ChoiHVarianHPredicting the present with google trendsEcon. Rec.20128829
– reference: Gutierrez, T., Krings, G., Blondel, V.D.: Evaluating socio-economic state of a country analyzing airtime credit and mobile phone datasets. arXiv preprint arXiv:1309.4496 (2013)
– reference: BollenJGonçalvesBRuanGMaoHHappiness is assortative in online social networksArtif. Life2011173237251
– reference: OliverNMaticAFrias-MartinezEMobile network data for public health: opportunities and challengesFront. Public Health20153189
– reference: FrijtersPBeattonTThe mystery of the u-shaped relationship between happiness and ageJ. Econ. Behav. Organ.2012822–3525542
– reference: VeenhovenREhrhardtJThe cross-national pattern of happiness: test of predictions implied in three theories of happinessSoc. Indic. Res.19953413368
– reference: GhaderighahfarokhiSSadeghifarJA model to predict low birth weight infants and affecting factors using data mining techniquesJ. Basic Res. Med. Sci.20185318
– reference: GuzmanGInternet search behavior as an economic forecasting tool: the case of inflation expectationsJ. Econ. Soc. Meas.2011363119167
– reference: PappalardoLRinzivilloSQuZPedreschiDGiannottiFUnderstanding the patterns of car travelEur. Phys. J. Spec. Top.20132151617310.1140/epjst/e2013-01715-5
– reference: AvvenutiMCresciSDel VignaFTesconiMImpromptu crisis mapping to prioritize emergency responseComputer20164952837
– reference: KleemannFVoßGGRiederKUn (der) paid innovators: the commercial utilization of consumer work through crowdsourcingSci. Technol. Innov. Stud.200841526
– reference: Deaton, A.: The Analysis of Household Surveys: A Microeconometric Approach to Development Policy. The World Bank (1997)
– reference: Smith, C., Quercia, D., Capra, L.: Finger on the pulse: identifying deprivation using transit flow analysis. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. 683–692. ACM (2013)
– reference: MoatHSCurmeCAvakianAKenettDYStanleyHEPreisTQuantifying wikipedia usage patterns before stock market movesSci. Rep.201331801
– reference: KahnemanDKruegerABSchkadeDASchwarzNStoneAAA survey method for characterizing daily life experience: the day reconstruction methodScience2004306570217761780
– reference: Stiglitz, J.E., Sen, A., Fitoussi, J.P.: Measurement of economic performance and social progress. Online document. http://www.bitly/JTwmG Accessed 26 June 2012 (2009)
– reference: LilloFMiccichèSTumminelloMPiiloJMantegnaRNHow news affects the trading behaviour of different categories of investors in a financial marketQuant. Finance201515221322933043821398.62313
– reference: FreyBSStutzerAWhat can economists learn from happiness research?J. Econ. Lit.2002402402435
– reference: De Choudhury, M., Sundaram, H., John, A., Seligmann, D.D.: Can blog communication dynamics be correlated with stock market activity? In: Proceedings of the Nineteenth ACM Conference on Hypertext and Hypermedia, pp. 55–60. ACM (2008)
– reference: Hersman, E., Okolloh, O., Rotich, J., Kobia, D.: Ushahidi. https://www.ushahidi.com. Accessed Oct 2019 (2008)
– reference: McLarenNShanbhogueRUsing internet search data as economic indicatorsBank Engl. Quart. Bull.2011512134140
– reference: ElgethunKFenskeRAYostMGPalciskoGJTime-location analysis for exposure assessment studies of children using a novel global positioning system instrumentEnviron. Health Perspect.20031111115122
– reference: QiHManriquePJohnsonDRestrepoEJohnsonNFOpen source data reveals connection between online and on-street protest activityEPJ Data Sci.20165118
– reference: RyanRMDeciELSelf-determination theory and the facilitation of intrinsic motivation, social development, and well-beingAm. Psychol.200055168
– reference: PanzoneLAWossinkASouthertonDThe design of an environmental index of sustainable food consumption: a pilot study using supermarket dataEcol. Econ.2013944455
– reference: CarlquistENafstadHEBlakarRMUllebergPDelle FaveAPhelpsJMWell-being vocabulary in media language: an analysis of changing word usage in Norwegian newspapersJ. Positive Psychol.201712299109
– reference: Decuyper, A., Rutherford, A., Wadhwa, A., Bauer, J.M., Krings, G., Gutierrez, T., Blondel, V.D., Luengo-Oroz, M.A.: Estimating food consumption and poverty indices with mobile phone data. arXiv preprint arXiv:1412.2595 (2014)
– reference: ArielBPartridgeHPredictable policing: measuring the crime control benefits of hotspots policing at bus stopsJ. Quant. Criminol.2017334809833
– reference: EichstaedtJCSchwartzHAKernMLParkGLabartheDRMerchantRMJhaSAgrawalMDziurzynskiLASapMPsychological language on twitter predicts county-level heart disease mortalityPsychol. Sci.2015262159169
– reference: EidMEDienerEEHandbook of Multimethod Measurement in Psychology2006New YorkAmerican Psychological Association
– reference: ChanEHSahaiVConradCBrownsteinJSUsing web search query data to monitor dengue epidemics: a new model for neglected tropical disease surveillancePLoS Neglect. Trop. Dis.201155e1206
– reference: EagleNPentlandASEigenbehaviors: identifying structure in routineBehav. Ecol. Sociobiol.200963710571066
– reference: Balahur, A., Steinberger, R., Kabadjov, M., Zavarella, V., Van Der Goot, E., Halkia, M., Pouliquen, B., Belyaeva, J.: Sentiment analysis in the news. arXiv preprint arXiv:1309.6202 (2013)
– reference: ChykinaVCrabtreeCUsing google trends to measure issue salience for hard-to-survey populationsSocius201842378023118760414
– reference: DienerEOishiSTayLAdvances in subjective well-being researchNat. Hum. Behav.201821
– reference: NesRBCzajkowskiNTambsKFamily matters: happiness in nuclear families and twinsBehav. Genet.2010405577590
– reference: Daas, P.J., Puts, M.J., Buelens, B., Van den Hurk, P.A.: Big data and official statistics. In: Proceedings of the NTTS, pp. 5–7. New Techniques and Technologies for Statistics (2013)
– reference: TayLZyphurMBatzCIncome and Subjective Well-Being: Review, Synthesis, and Future Research2017Salt Lake CityDEF Publishers
– reference: Bonnet, C., Dubois, P., Réquillart, V.: The dynamics of satured fat consumption in france. Technical. report. Toulouse mimeo (2008)
– reference: YasseriTBrightJWikipedia traffic data and electoral prediction: towards theoretically informed modelsEPJ Data Sci.20165122
– reference: RøysambETambsKReichborn-KjennerudTNealeMCHarrisJRHappiness and health: environmental and genetic contributions to the relationship between subjective well-being, perceived health, and somatic illnessJ. Pers. Soc. Psychol.20038561136
– reference: Cresci, S., La Polla, M.N., Mazza, M., Tesconi, M., Del Vigna, F.: #selfie: mapping the phenomenon. Consiglio Nazioonale delle Ricerche IIT TR-08/2016 Technical Report (2016)
– reference: YangWLipsitchMShamanJInference of seasonal and pandemic influenza transmission dynamicsProc. Nat. Acad. Sci.2015112927232728
– reference: Eurostat Practical Guide for Processing Supermarket Scanner Data (2017)
– reference: HulthARydevikGLindeAWeb queries as a source for syndromic surveillancePLoS ONE200942e4378
– reference: van der ZwanPHesselsJBurgerMHappy free willies? Investigating the relationship between freelancing and subjective well-beingSmall Bus. Econ.20198117
– reference: Baker, S., Fradkin, A., et al.: What drives job search? evidence from google search data. Discussion Papers, pp. 10–20 (2011)
– reference: Ferrer-i CarbonellAGowdyJMEnvironmental degradation and happinessEcol. Econ.2007603509516
– reference: Al Boni, M., Gerber, M.S.: Predicting crime with routine activity patterns inferred from social media. In: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 001233–001238. IEEE (2016)
– reference: BartelsMSavioukVDe MoorMHWillemsenGvan BeijsterveldtTCHottengaJJDe GeusEJBoomsmaDIHeritability and genome-wide linkage scan of subjective happinessTwin Res. Hum. Genet.2010132135142
– reference: ScholzKErikssonMStridICarbon footprint of supermarket food wasteResour. Conserv. Recycl.2015945665
– reference: European Project.: SoBigData. http://sobigdata.eu/index. Accessed Oct 2019 (2015)
– reference: GonzalezMCHidalgoCABarabasiALUnderstanding individual human mobility patternsNature20084537196779
– reference: AvvenutiMCresciSMarchettiAMelettiCTesconiMPredictability or early warning: using social media in modern emergency responseIEEE Internet Comput.201620646
– reference: RehdanzKMaddisonDClimate and happinessEcol. Econ.2005521111125
– reference: Canzian, L., Musolesi, M.: Trajectories of depression: unobtrusive monitoring of depressive states by means of smartphone mobility traces analysis. In: Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing, pp. 1293–1304. ACM (2015)
– reference: SilverMHeraviSScanner data and the measurement of inflationEcon. J.2001111472383404
– reference: BehrendTSSharekDJMeadeAWWiebeENThe viability of crowdsourcing for survey researchBehav. Res. Methods2011433800
– reference: Soto, V., Frias-Martinez, V., Virseda, J., Frias-Martinez, E.: Prediction of socioeconomic levels using cell phone records. In: International Conference on User Modeling, Adaptation, and Personalization, pp. 377–388. Springer (2011)
– reference: Pappalardo, L., Simini, F., Barlacchi, G., Pellungrini, R.: Scikit-mobility: a python library for the analysis, generation and risk assessment of mobility data. arXiv:1907.07062 (2019)
– reference: BlumenstockJCadamuroGOnRPredicting poverty and wealth from mobile phone metadataScience2015350626410731076
– reference: SultanaJLealIde WildeMde RidderMvan der LeiJSturkenboomMIdentifying data elements to measure frailty in a dutch nationwide electronic medical record database for use in postmarketing safety evaluation: an exploratory studyDrug Saf.20191217
– reference: NikolaevBLiving with mom and dad and loving it... or are you?J. Econ. Psychol.201551199209
– reference: KönsgenRSchaarschmidtMIvensSMunzelAFinding meaning in contradiction on employee review sites-effects of discrepant online reviews on job application intentionsJ. Interact. Mark.201843165177
– reference: GraingerACitizen observatories and the new earth observation scienceRemote Sens.201792153
– reference: GoldsteinBANavarAMPencinaMJIoannidisJOpportunities and challenges in developing risk prediction models with electronic health records data: a systematic reviewJ. Am. Med. Inform. Assoc.2017241198208
– reference: SteeleJESundsøyPRPezzuloCAleganaVABirdTJBlumenstockJBjellandJEngø-MonsenKde MontjoyeYAIqbalAMMapping poverty using mobile phone and satellite dataJ. R. Soc. Interface20171412720160690
– reference: BeekhuizenJKromhoutHHussAVermeulenRPerformance of gps-devices for environmental exposure assessmentJ. Eposure Sci. Environ. Epidemiol.2013235498
– reference: KahnemanDDeatonAHigh income improves evaluation of life but not emotional well-beingProc. Nat. Acad. Sci.2010107381648916493
– reference: Avvenuti, M., Bellomo, S., Cresci, S., La Polla, M.N., Tesconi, M.: Hybrid crowdsensing: A novel paradigm to combine the strengths of opportunistic and participatory crowdsensing. In: Proceedings of the 26th International Conference on World Wide Web Companion, International World Wide Web Conferences Steering Committee, pp. 1413–1421 (2017)
– reference: GriffithRLeibtagELeicesterANevoAConsumer shopping behavior: how much do consumers save?J. Econ. Perspect.200923299120
– reference: Li, G., Zheng, Y., Fan, J., Wang, J., Cheng, R.: Crowdsourced data management: overview and challenges. In: Proceedings of the 2017 ACM International Conference on Management of Data, pp. 1711–1716. ACM (2017)
– reference: GiannottiFPappalardoLPedreschiDWangDA Complexity Science Perspective on Human Mobility2013CambridgeCambridge University Press29731410.1017/CBO9781139128926.016
– reference: AnusicISchimmackUStability and change of personality traits, self-esteem, and well-being: introducing the meta-analytic stability and change model of retest correlationsJ. Pers. Soc. Psychol.20161105766
– reference: ClarkAEOswaldAJSatisfaction and comparison incomeJ. Public Econ.1996613359381
– reference: BarabasiALThe origin of bursts and heavy tails in human dynamicsNature20054357039207
– reference: Dennis, J.: United by what divides us: 38 degrees and the eu referendum. In: EU Referendum Analysis 2016: Media, Voters and the Campaign. Bournemouth University, p. 100 (2016)
– reference: MeursHHaaijerRSpatial structure and mobilityTransp. Res. Part D Transp. Environ.200166429446
– reference: AskitasNZimmermannKGoogle econometrics and unemployment forecastingAppl. Econ. Quart.2009552107120
– reference: WatsonDClarkLATellegenADevelopment and validation of brief measures of positive and negative affect: the PANAS scalesJ. Pers. Soc. Psychol.19885461063
– reference: PolgreenPMChenYPennockDMNelsonFDWeinsteinRAUsing internet searches for influenza surveillanceClin. Infect. Dis.2008471114431448
– reference: CuñadoJde GraciaFPDoes education affect happiness? Evidence for spainSoc. Indic. Res.20121081185196
– reference: GoldbergLRAn alternative “description of personality”: the big-five factor structureJ. Pers. Soc. Psychol.19905961216
– reference: CeronACuriniLIacusSMISA: a fast, scalable and accurate algorithm for sentiment analysis of social media contentInf. Sci.2016367105124
– reference: LimaADe DomenicoMPejovicVMusolesiMDisease containment strategies based on mobility and information disseminationSci. Rep.2015510650
– reference: Hernandez, M., Hong, L., Frias-Martinez, V., Frias-Martinez, E.: Estimating poverty using cell phone data: evidence from Guatemala. The World Bank (2017)
– reference: CresciSLilloFRegoliDTardelliSTesconiMCashtag piggybacking: uncovering spam and bot activity in stock microblogs on twitterACM Trans. Web (TWEB)201913211
– reference: Lansdall-WelfareTLamposVCristianiniNNowcasting the mood of the nationSignificance2012942628
– reference: BurgerRAristotle’s Dialogue with Socrates: On the “Nicomachean Ethics”2009ChicagoUniversity of Chicago Press
– reference: Kafsi, M., Kazemi, E., Maystre, L., Yartseva, L., Grossglauser, M., Thiran, P.: Mitigating epidemics through mobile micro-measures. arXiv preprint arXiv:1307.2084 (2013)
– reference: AlesinaADi TellaRMacCullochRInequality and happiness: are europeans and americans different?J. Public Econ.2004889–1020092042
– reference: BordinoIBattistonSCaldarelliGCristelliMUkkonenAWeberIWeb search queries can predict stock market volumesPLoS ONE201277e40014
– reference: Bogomolov, A., Lepri, B., Pianesi, F.: Happiness recognition from mobile phone data. In: Social Computing (SocialCom), 2013 International Conference on Social Computing, pp. 790–795. IEEE (2013)
– reference: Chen, X., Cho, Y, Jang, S.Y.: Crime prediction using twitter sentiment and weather. In: 2015 Systems and Information Engineering Design Symposium, pp. 63–68. IEEE (2015)
– reference: KahnemanDDienerESchwarzNWell-Being: Foundations of Hedonic Psychology1999New YorkRussell Sage Foundation
– reference: GreenTCHuangRWenQZhouDCrowdsourced employer reviews and stock returnsJ. Financ. Econ.2019218
– reference: Sundsøy, P., Bjelland, J., Reme, B.A., Jahani, E., Wetter, E., Bengtsson, L.: Towards real-time prediction of unemployment and profession. In: International Conference on Social Informatics, pp. 14–23. Springer (2017)
– reference: Shi, Z.R., Wang, C., Fang, F.: Artificial Intelligence for Social Good: A Survey. arXiv preprint arXiv:2001.01818 (2020)
– reference: Abelson, B., Varshney, K.R., Sun, J.: Targeting direct cash transfers to the extremely poor. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1563–1572. ACM (2014)
– reference: AlkireSDimensions of human developmentWorld Dev.2002302181205
– reference: HudsonJInstitutional trust and subjective well-being across the euKyklos20065914362
– reference: LucasRELawlessNMDoes life seem better on a sunny day? Examining the association between daily weather conditions and life satisfaction judgmentsJ. Pers. Soc. Psychol.20131045872
– reference: SacksDWStevensonBWolfersJThe new stylized facts about income and subjective well-beingEmotion20121261181
– reference: SignoriniASegreAMPolgreenPMThe use of Twitter to track levels of disease activity and public concern in the US during the influenza A H1N1 pandemicPLoS ONE201165e19467
– reference: DiasDTchepelOModelling of human exposure to air pollution in the urban environment: a GPS-based approachEnviron. Sci. Pollut. Res.201421535583571
– reference: Frias-Martinez, V., Soguero-Ruiz, C., Frias-Martinez, E., Josephidou, M.: Forecasting socioeconomic trends with cell phone records. In: Proceedings of the 3rd ACM Symposium on Computing for Development, p. 15. ACM (2013)
– reference: NesRRøysambETambsKHarrisJReichborn-KjennerudTSubjective well-being: genetic and environmental contributions to stability and changePsychol. Med.200636710331042
– reference: PennacchioliDCosciaMRinzivilloSGiannottiFPedreschiDThe retail market as a complex systemEPJ Data Sci.20143133
– reference: PreisTMoatHSStanleyHEQuantifying trading behavior in financial markets using google trendsSci. Rep.201310.1038/srep01684
– reference: Frias-Martinez, V., Virseda, J.: On the relationship between socio-economic factors and cell phone usage. In: Proceedings of the Fifth International Conference on Information and Communication Technologies and Development, pp. 76–84. ACM (2012)
– reference: DodgeRDalyAPHuytonJSandersLDThe challenge of defining wellbeingInt. J. Wellbeing20122311
– reference: BlumenstockJEFighting poverty with dataScience20163536301753754
– reference: GademaZOglethorpeDThe use and usefulness of carbon labelling food: a policy perspective from a survey of uk supermarket shoppersFood Policy2011366815822
– reference: KnabeASchöbRWeimannJPartnership, gender, and the well-being cost of unemploymentSoc. Indic. Res.2016129312551275
– reference: GardnerJOswaldAJMoney and mental wellbeing: a longitudinal study of medium-sized lottery winsJ. Health Econ.20072614960
– reference: HeymannDLRodierGRHot spots in a wired world: Who surveillance of emerging and re-emerging infectious diseasesLancet. Infect. Dis200115345353
– reference: Asai, A., Evensen, S., Golshan, B., Halevy, A., Li, V., Lopatenko, A., Stepanov, D., Suhara, Y., Tan, W.C., Xu, Y. Happydb: a corpus of 100,000 crowdsourced happy moments. arXiv preprint arXiv:1801.07746 (2018)
– reference: PaulMJDredzeMBroniatowskiDTwitter improves influenza forecastingPLoS Curr.2014612
– reference: MeierPDigital Humanitarians: How Big Data is Changing the Face of Humanitarian Response2015LondonRoutledge
– reference: JanssenAParslowEPregnancy and alcohol purchases: evidence from scanner dataAvail. SSRN2019344655912
– reference: BollenJMaoHPepeAModeling public mood and emotion: twitter sentiment and socio-economic phenomenaICWSM201111450453
– reference: GriffithRO’ConnellMThe use of scanner data for research into nutritionFiscal Stud.2009303–4339365
– reference: DoddsPSHarrisKDKloumannIMBlissCADanforthCMTemporal patterns of happiness and information in a global social network: hedonometrics and twitterPLoS ONE2011612e26752
– reference: MagruderSEvaluation of over-the-counter pharmaceutical sales as a possible early warning indicator of human diseaseJohns Hopkins Univ. APL Tech. Dig.2003244349353
– reference: DabirianAKietzmannJDibaHA great place to work!? understanding crowdsourced employer brandingBus. Horiz.2017602197205
– reference: OlteanuACastilloCDiazFKicimanESocial data: biases, methodological pitfalls, and ethical boundariesFront. Big Data2019213
– reference: BollenJMaoHZengXTwitter mood predicts the stock marketJ. Comput. Sci.20112118
– reference: GolderSAMacyMWDiurnal and seasonal mood vary with work, sleep, and daylength across diverse culturesScience2011333605118781881
– reference: EttredgeMGerdesJKarugaGUsing web-based search data to predict macroeconomic statisticsCommun. ACM200548118792
– reference: LiuHYSkjetneEKobernusMMobile phone tracking: in support of modelling traffic-related air pollution contribution to individual exposure and its implications for public health impact assessmentEnviron. Health201312193
– reference: Koop, G., Onorante, L.: Macroeconomic nowcasting using google probabilities. In: First International Conference on Advanced Research Methods and Analytics, CARMA2016. https://doi.org/10.4995/CARMA2016.2016.4213 (2016)
– reference: Easterlin, R.A.: Does economic growth improve the human lot? Some empirical evidence. In: Nations and Households in Economic Growth, pp 89–125. Elsevier (1974)
– reference: RanjanGZangHZhangZLBolotJAre call detail records biased for sampling human mobility?ACM SIGMOBILE Mob. Comput. Commun. Rev.20121633344
– reference: AlthouseBMNgYYCummingsDAPrediction of dengue incidence using search query surveillancePLoS Neglect. Trop. Dis.201158e1258
– reference: Eurostat Practical Guide for Processing Supermarket Scanner Data. https://circabc.europa.eu/sd/a/8e1333df-ca16-40fc-bc6a-1ce1be37247c/Practical-Guide-Supermarket. Accessed Oct 2019 (2017)
– reference: European Commission Citizens’ Observatories. https://www.ushahidi.com. Accessed Oct 2019 (2016)
– reference: NeillDBGorrWLDetecting and preventing emerging epidemics of crimeAdv. Dis. Surveill.200741318
– reference: WilsonKBrownsteinJSEarly detection of disease outbreaks using the internetCMAJ20091808829831
– reference: MadanACebrianMMoturuSFarrahiKSensing the “health state” of a communityIEEE Pervasive Comput.20111143645
– reference: TayLDienerENeeds and subjective well-being around the worldJ. Pers. Soc. Psychol.20111012354
– reference: MitchellLFrankMRHarrisKDDoddsPSDanforthCMThe geography of happiness: connecting twitter sentiment and expression, demographics, and objective characteristics of placePLoS ONE201385e64417
– reference: Smith-Clarke, C., Mashhadi, A., Capra, L.: Poverty on the cheap: estimating poverty maps using aggregated mobile communication networks. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 511–520. , ACM (2014)
– reference: VeenhovenRConditions of Happiness, Reidel1984DordrechtSpringer
– reference: Iovan, C., Olteanu-Raimond, A.M., Couronné, T., Smoreda, Z,: Moving and calling: mobile phone data quality measurements and spatiotemporal uncertainty in human mobility studies. In: Geographic Information Science at the Heart of Europe, pp. 247–265. Springer (2013)
– reference: KerrJDuncanSSchipperjinJUsing global positioning systems in health research: a practical approach to data collection and processingAm. J. Prev. Med.2011415532540
– reference: RøysambEHarrisJRMagnusPVittersøJTambsKSubjective well-being. Sex-specific effects of genetic and environmental factorsPersonal. Individ. Differ.2002322211223
– reference: SolomonDJConducting web-based surveysPract. Assess. Res. Eval.200171912
– reference: LaneNDMiluzzoELuHPeeblesDChoudhuryTCampbellATA survey of mobile phone sensingIEEE Commun. Mag.2010489140150
– reference: AvvenutiMCresciSDel VignaFFagniTTesconiMCrisMap: a big data crisis mapping system based on damage detection and geoparsingInf. Syst. Front.20181119
– reference: KleinschmitDSjöstedtVBetween science and politics: Swedish newspaper reporting on forests in a changing climateEnviron. Sci. Policy201435117127
– reference: WilsonNMasonKTobiasMPeaceyMHuangQBakerMInterpreting “google flu trends” data for pandemic h1n1 influenza: the new zealand experienceEurosurveillance2009144419386
– reference: CourvoisierDSEidMLischetzkeTCompliance to a cell phone-based ecological momentary assessment study: the effect of time and personality characteristicsPsychol. Assess.2012243713
– reference: GohTTXinZJinDHabit formation in social media consumption: a case of political engagementBehav. Inf. Technol.2019383273288
– reference: De ChoudhuryMGamonMCountsSHorvitzEPredicting depression via social mediaICWSM201313110
– reference: BoykoffMTLost in translation? united states television news coverage of anthropogenic climate change, 1995–2004Clim. Change2008861–2111
– reference: Choi, H., Varian, H.: Predicting initial claims for unemployment benefits. Google Inc, pp. 1–5 (2009)
– reference: Organisation for Economic Co-operation and Development (OECD) OECD Guidelines on Measuring Subjective Well-Being. OECD Publishing (2013)
– reference: CooperCPMallonKPLeadbetterSPollackLAPeipinsLACancer internet search activity on a major search engine, united states 2001–2003J. Med. Internet Res.200573e36
– reference: Struijs, P., Daas, P.: Quality approaches to big data in official statistics. In: European Conference on Quality in Official Statistics (2014)
– reference: Rider, J., Berck, P., Villas-Boas, S.B.: Eating Healthy in Lean Times: The Relationship Between Unemployment and Grocery Purchasing Patterns (2012)
– reference: AdlerNCattutoCKalimeriKPaolottiDTizzoniMVerhulstSYom-TovEYoungAHow search engine data enhance the understanding of determinants of suicide in india and inform prevention: observational studyJ. Med. Internet Res.2019211e1017910.2196/10179
– reference: PreisTMoatHSBishopSRTreleavenPStanleyHEQuantifying the digital traces of hurricane sandy on flickrSci. Rep.201333141
– reference: KellyPKrennPTitzeSStopherPFosterCQuantifying the difference between self-reported and global positioning systems-measured journey durations: a systematic reviewTransp. Rev.2013334443459
– reference: Lathia, N., Quercia, D., Crowcroft, J.: The hidden image of the city: sensing community well-being from urban mobility. In: International Conference on Pervasive Computing, pp. 91–98. Springer (2012)
– reference: United Nations.: A world that counts: mobilizing the data revolution for sustainable development. Technical report (2014)
– reference: PappalardoLSiminiFRinzivilloSPedreschiDGiannottiFBarabásiALReturners and explorers dichotomy in human mobilityNat. Commun.201568166
– reference: European Commission: The Lisbon strategy for growth and jobs (2000)
– reference: LlorenteAGarcia-HerranzMCebrianMMoroESocial media fingerprints of unemploymentPLoS ONE2015105e0128692
– reference: SeligmanMEFlourish: A New Understanding of Happiness and Well-Being and How to Achieve Them2011BostonNicholas Brealey
– reference: Cresci, S., Lillo, F., Regoli, D., Tardelli, S., Tesconi, M.: \$FAKE: Evidence of spam and bot activity in stock microblogs on Twitter. In: Proceedings of the 12th International Conference on Web and Social Media (ICWSM’18), pp. 580–583. AAAI (2018)
– reference: OcampoAJChunaraRBrownsteinJSUsing search queries for malaria surveillance, ThailandMalaria J.2013121390
– reference: FerraraEDe MeoPCataneseSFiumaraGDetecting criminal organizations in mobile phone networksExpert Syst. Appl.2014411357335750
– reference: ReillySRicheySTaylorJBUsing google search data for state politics research: an empirical validity test using roll-off dataState Polit. Policy Quart.2012122146159
– reference: YangACTsaiSJHuangNEPengCKAssociation of internet search trends with suicide death in taipei city, taiwan, 2004–2009J. Affect. Disord.20111321–2179184
– reference: GreinTWKamaraKRodierGPlantAJBovierPRyanMJOhyamaTHeymannDLRumors of disease in the global village: outbreak verificationEmerg. Infect. Dis.20006297
– reference: LuhmannMUsing big data to study subjective well-beingCurr. Opin. Behav. Sci.2017182833
– reference: QiHManriquePJohnsonDRestrepoEJohnsonNFAssociation between volume and momentum of online searches and real-world collective unrestResults Phys.20166414419
– reference: DienerETayLOishiSRising income and the subjective well-being of nationsJ. Pers. Soc. Psychol.20131042267
– reference: VeenhovenRIs happiness relative?Soc. Indic. Res.1991241134
– reference: JankowskaMMSchipperijnJKerrJA framework for using GPS data in physical activity and sedentary behavior studiesExerc. Sport Sci. Rev.201543148
– reference: KristoufekLMoatHSPreisTEstimating suicide occurrence statistics using google trendsEPJ Data Sci.20165132
– reference: GosseltJFVan HoofJJGentBSFoxJPViolent frames: analyzing internet movie database reviewers’ text descriptions of media violence and gender differences from 39 years of us action, thriller, crime, and adventure moviesInt. J. Commun.20159547567
– reference: WatsonDClarkLAThe Panas-x: Manual for the Positive and Negative Affect Schedule-Expanded Form1999New YorkPsychology Publications
– reference: OpenStreetMap Community Openstreetmap. https://www.openstreetmap.org/#map=5/42.088/12.564. Accessed Oct 2019 (2004)
– reference: Nobles, M., Neill, D.B., Flaxman, S.: Predicting and Preventing Emerging Outbreaks of Crime (2014)
– reference: StevensonBWolfersJThe paradox of declining female happinessAm. Econ. J. Econ. Policy200912190225
– reference: KenrickDTGriskeviciusVNeubergSLSchallerMRenovating the pyramid of needs: contemporary extensions built upon ancient foundationsPerspect. Psychol. Sci.201053292314
– reference: NyarkuMMazaheriMJayaratneRDunbabinMRahmanMMUhdeEMorawskaLMobile phones as monitors of personal exposure to air pollution: Is this the future?PLoS ONE2018132e0193150
– reference: NederhofAJMethods of coping with social desirability bias: a reviewEur. J. Soc. Psychol.1985153263280
– reference: Sobolevsky, S., Massaro, E., Bojic, I., Arias, J.M., Ratti, C.: Predicting regional economic indices using big data of individual bank card transactions. In: 2017 IEEE International Conference on Big Data (Big Data), pp. 1313–1318. IEEE (2017)
– reference: VeenhovenRHow do we assess how happy we are? tenets, implications and tenability of three theoriesHappiness Econ. Polit.2009254569
– reference: OECD.: OECD Better Life Index: Safety. http://www.oecdbetterlifeindex.org/topics/safety/. Accessed Oct 2019 (2011d)
– reference: AlthoffTHicksJLKingACDelpSLLeskovecJLarge-scale physical activity data reveal worldwide activity inequalityNature20175477663336
– reference: Diewert, W.E.: Harmonized indexes of consumer prices: their conceptual foundations (2002)
– reference: GrecoMStennerPHappiness and the art of life: diagnosing the psychopolitics of wellbeingHealth Cult. Soc.201351119
– reference: Pappalardo, L., Pedreschi, D., Smoreda, Z., Giannotti, F.: Using big data to study the link between human mobility and socio-economic development. In: 2015 IEEE International Conference on Big Data (Big Data), pp. 871–78 (2015) https://doi.org/10.1109/BigData.2015.7363835
– reference: Kramer, A.D., Guillory, J.E., Hancock, J.T.: Experimental evidence of massive-scale emotional contagion through social networks. In: Proceedings of the National Academy of Sciences, p. 201320040 (2014)
– reference: Hayo, B. Happiness in Eastern Europe. Marburg Economic Working Paper No 12 (2004)
– reference: Staiano, J., Lepri, B., Aharony, N., Pianesi, F., Sebe, N., Pentland, A.: Friends don’t lie: inferring personality traits from social network structure. In: Proceedings of the 2012 ACM Conference on Ubiquitous Computing, pp. 321–330. ACM (2012)
– reference: Lotero, L., Cardillo, A., Hurtado, R., Gómez-Gardeñes, J.: Several multiplexes in the same city: the role of socioeconomic differences in urban mobility. In: Interconnected Networks, pp. 149–164. Springer (2016)
– reference: SadlerRCGillilandJAComparing children’s GPS tracks with geospatial proxies for exposure to junk foodSpat. Spat. Temp. Epidemiol.2015145561
– reference: CeronACuriniLIacusSMSocial Media e Sentiment Analysis: L’evoluzione dei fenomeni sociali attraverso la Rete2014New YorkSpringer
– reference: Sustainable Development Solutions Network: Indicators and a Monitoring Framework for the Sustainable Development Goals. Launching a Data Revolution for the SDGs, United Nations, New York (2015)
– reference: Francesco/FD D, Marcucci J “google it!” forecasting the us unemployment rate with a google job search index. Mpra paper. University Library of Munich, Germany. https://EconPapers.repec.org/RePEc:pra:mprapa:18248 (2009)
– reference: Van der Grient, H.A., de Haan, J.: The use of supermarket scanner data in the dutch cpi. In: Joint ECE/ILO Workshop on Scanner Data, vol. 10 (2010)
– reference: PappalardoLSiminiFData-driven generation of spatio-temporal routines in human mobilityData Min. Knowl. Disc.20183237878293799123
– reference: OECD.: OECD Better Life Index: Environment. http://www.oecdbetterlifeindex.org/topics/environment/. Accessed Oct 2019 (2011c)
– reference: WilsonPWD’AgostinoRBLevyDBelangerAMSilbershatzHKannelWBPrediction of coronary heart disease using risk factor categoriesCirculation1998971818371847
– reference: DienerESubjective well-beingPsychol. Bull.1984953542
– reference: OECD.: OECD Better Life Index: Income. http://www.oecdbetterlifeindex.org/topics/income/. Accessed Oct 2019 (2011b)
– reference: CurmeCPreisTStanleyHEMoatHSQuantifying the semantics of search behavior before stock market movesProc. Natl. Acad. Sci.201411132116001160510.1073/pnas.1324054111
– reference: CostaPTMcCraeRRInfluence of extraversion and neuroticism on subjective well-being: happy and unhappy peopleJ. Pers. Soc. Psychol.1980384668
– reference: FleurbaeyMBeyond gdp: the quest for a measure of social welfareJ. Econ. Lit.2009474102975
– reference: JahaniESundsøyPBjellandJBengtssonLde MontjoyeYAImproving official statistics in emerging markets using machine learning and mobile phone dataEPJ Data Sci.2017613
– reference: Dehghan, A., Montgomery, L., Arciniegas-Mendez, M., Ferman-Guerra, M.: Predicting News Bias (2016)
– reference: ChapmanLBellCBellSCan the crowdsourcing data paradigm take atmospheric science to a new level? a case study of the urban heat island of london quantified using netatmo weather stationsInt. J. Climatol.201737935973605
– reference: BrancoliPRoustaKBoltonKLife cycle assessment of supermarket food wasteResour. Conserv. Recycl.20171183946
– reference: AminiAKungKKangCSobolevskySRattiCThe impact of social segregation on human mobility in developing and industrialized regionsEPJ Data Sci.2014316
– reference: GellersJCCrowdsourcing global governance: sustainable development goals, civil society, and the pursuit of democratic legitimacyInt. Environ. Agreements Polit. Law Econ.2016163415432
– reference: PowdthaveeNHow much does money really matter? Estimating the causal effects of income on happinessEmpir. Econ.20103917792
– reference: Blumenstock, J.: Calling for better measurement: estimating an individual’s wealth and well-being. ACM KDD (Data Mining for Social Good) (2014)
– reference: Rost, M., Barkhuus, L., Cramer, H., Brown, B.: Representation and communication: challenges in interpreting large social media datasets. In: Proceedings of the 2013 Conference on Computer Supported Cooperative Work, pp. 357–362. ACM (2013)
– reference: Wilson, T., Hoffmann, P., Somasundaran, S., Kessler, J., Wiebe, J., Choi, Y., Cardie, C., Riloff, E., Patwardhan, S.: OpinionFinder: a system for subjectivity analysis. In: Proceedings of hlt/emnlp on Interactive Demonstrations. Association for Computational Linguistics, pp. 34–35 (2005)
– reference: CovielloLSohnYKramerADMarlowCFranceschettiMChristakisNAFowlerJHDetecting emotional contagion in massive social networksPLoS ONE201493e90315
– reference: GinsbergJMohebbiMHPatelRSBrammerLSmolinskiMSBrilliantLDetecting influenza epidemics using search engine query dataNature200945772321012
– reference: NikolaevBDoes higher education increase hedonic and eudaimonic happiness?J. Happiness Stud.2018192483504
– reference: YuanQNsoesieEOLvBPengGChunaraRBrownsteinJSMonitoring influenza epidemics in china with search query from baiduPLoS ONE201385e64323
– reference: AvvenutiMCresciSLa PollaMNMelettiCTesconiMNowcasting of earthquake consequences using big social dataIEEE Internet Comput.201763745
– reference: SmolinskiMSCrawleyAWBaltrusaitisKChunaraROlsenJMWójcikOSantillanaMNguyenABrownsteinJSFlu near you: crowdsourced symptom reporting spanning 2 influenza seasonsAm. J. Public Health20151051021242130
– reference: LeaSGD’SilvaEAsokAWomen’s strategies addressing sexual harassment and assault on public buses: an analysis of crowdsourced dataCrime Prev. Commun. Saf.2017193–4227239
– reference: RadcliffBShufeldtGDirect democracy and subjective well-being: the initiative and life satisfaction in the American statesSoc. Indic. Res.2016128314051423
– reference: DeatonAStoneAAUnderstanding context effects for a measure of life evaluation: how responses matterOxf. Econ. Pap.2016684861870
– reference: Iacus, S.M., Porro, G., Salini, S., Siletti, E.: Social networks, happiness and health: from sentiment analysis to a multidimensional indicator of subjective well-being. arXiv preprint arXiv:1512.01569 (2015)
– reference: FowlerJHChristakisNADynamic spread of happiness in a large social network: longitudinal analysis over 20 years in the framingham heart studyBMJ2008337a2338
– reference: TayLChanDDienerEThe metrics of societal happinessSoc. Indic. Res.20141172577600
– reference: OECD.: OECD Better Life Index: Civic Engagement. http://www.oecdbetterlifeindex.org/topics/civic-engagement/. Accessed Oct 2019 (2011)
– reference: FingerFGenoletTMariLde MagnyGCMangaNMRinaldoABertuzzoEMobile phone data highlights the role of mass gatherings in the spreading of cholera outbreaksProc. Nat. Acad. Sci.20161132364216426
– reference: Rapporto, BES Il benessere equo e sostenibile in Italia. ISTAT (2015)
– reference: LuXWrathallDJSundsøyPRNadiruzzamanMWetterEIqbalAQureshiTTatemAJCanrightGSEngø-MonsenKDetecting climate adaptation with mobile network data in bangladesh: anomalies in communication, mobility and consumption patterns during cyclone mahasenClim. Change20161383–4505519
– reference: ChunaraRAndrewsJRBrownsteinJSSocial and news media enable estimation of epidemiological patterns early in the 2010 haitian cholera outbreakAm. J. Trop. Med. Hyg.20128613945
– reference: BollenJGonçalvesBvan de LeemputIRuanGThe happiness paradox: your friends are happier than youEPJ Data Sci.2017614
– reference: FerraraEManipulation and abuse on social mediaACM SIGWEB Newsl.20152015Spring4
– reference: ChenXYangXDoes food environment influence food choices? A geographical analysis through “tweets”Appl. Geogr.2014518289
– reference: ChaixBKestensYDuncanDTBrondeelRMélineJEl AarbaouiTPannierBMerloJA GPS-based methodology to analyze environment-health associations at the trip level: case-crossover analyses of built environments and walkingAm. J. Epidemiol.20161848579589
– reference: Leetaru, K.: The GDELT Project. https://www.gdeltproject.org/. Accessed Oct 2019 (2013)
– reference: OliverMBadlandHMavoaSDuncanMJDuncanSCombining GPS, GIS, and accelerometry: methodological issues in the assessment of location and intensity of travel behaviorsJ. Phys. Activity Health201071102108
– reference: DienerESeligmanMEBeyond money: toward an economy of well-beingPsychol. Sci. Public Interest200451131
– reference: SpinsantiLBerlingerioMPappalardoLMobility and Geo-Social Networks2013CambridgeCambridge University Press31533310.1017/CBO9781139128926.017
– reference: DeatonAIncome, health, and well-being around the world: evidence from the gallup world pollJ. Econ. Perspect.20082225372
– reference: Bar-Haim, R., Dinur, E., Feldman, R., Fresko, M., Goldstein, G. Identifying and following expert investors in stock microblogs. In: Proceedings of the Conference on Empirical Methods in Natural Language Processing, pp 1310–1319. Association for Computational Linguistics (2011)
– reference: ShiffmanSStoneAAHuffordMREcological momentary assessmentAnnu. Rev. Clin. Psychol.20084132
– reference: EagleNMacyMClaxtonRNetwork diversity and economic developmentScience201032859811029103126643861226.91053
– reference: Lim, K.H., Lee, K.E., Kendal, D., Rashidi, L., Naghizade, E., Winter, S., Vasardani, M.: The grass is greener on the other side: Understanding the effects of green spaces on twitter user sentiments. In: Companion of the The Web Conference 2018 on The Web Conference 2018, International World Wide Web Conferences Steering Committee, pp. 275–282 (2018)
– reference: LuXBengtssonLHolmePPredictability of population displacement after the 2010 haiti earthquakeProc. Nat. Acad. Sci.2012109291157611581
– reference: CuriniLIacusSCanovaLMeasuring idiosyncratic happiness through the analysis of twitter: an application to the italian caseSoc. Indic. Res.20151212525542
– reference: VeenhovenRVergunstFThe Easterlin illusion: economic growth does go with greater happinessInt. J. Happiness Dev.201414311343
– reference: VeenhovenRSocial conditions for human happiness: a review of researchInt. J. Psychol.2015505379391
– reference: Hashemian, M., Knowles, D., Calver, J., Qian, W., Bullock, MC., Bell, S., Mandryk, R.L., Osgood, N., Stanley, K.G.: iepi: an end to end solution for collecting, conditioning and utilizing epidemiologically relevant data. In: Proceedings of the 2nd ACM International Workshop on Pervasive Wireless Healthcare. pp. 3–8. ACM (2012)
– reference: HandDJAspects of data ethics in a changing world: where are we now?Big Data201863176190
– reference: WilsonRZu Erbach-SchoenbergEAlbertMPowerDTudgeSGonzalezMGuthrieSChamberlainHBrooksCHughesCRapid and near real-time assessments of population displacement using mobile phone data following disasters: the 2015 Nepal earthquakePLoS Curr.201681
– reference: DeatonASTortoraRPeople in Sub-Saharan Africa rate their health and health care among the lowest in the worldHealth Aff.2015343519527
– reference: BaronSLockAThe challenges of scanner dataJ. Oper. Res. Soc.199546150610829.90083
– reference: DolanPPeasgoodTWhiteMDo we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-beingJ. Econ. Psychol.200829194122
– reference: McCarthyMJInternet monitoring of suicide risk in the populationJ. Affect. Disord.20101223277279
– reference: TooleJLLinYRMuehleggerEShoagDGonzálezMCLazerDTracking employment shocks using mobile phone dataJ. R. Soc. Interface20151210720150185
– reference: RobinsonAICarnesFOreskovicNMSpatial analysis of crime incidence and adolescent physical activityPrev. Med.2016857477
– reference: DurahimAOCoşkunM# iamhappybecause: gross national happiness through twitter analysis and big dataTechnol. Forecast. Soc. Change20159992105
– reference: Quercia, D., Ellis, J., Capra, L., Crowcroft, J.: Tracking gross community happiness from tweets. In: Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work, pp. 965–968. ACM (2012)
– reference: BrownsteinJSFreifeldCCReisBYMandlKDSurveillance sans frontieres: Internet-based emerging infectious disease intelligence and the healthmap projectPLoS Med.200857e151
– reference: PaolottiDCarnahanAColizzaVEamesKEdmundsJGomesGKoppeschaarCRehnMSmallenburgRTurbelinCWeb-based participatory surveillance of infectious diseases: the influenzanet participatory surveillance experienceClin. Microbiol. Infect.20142011721
– reference: HayeriAPredicting future glucose fluctuations using machine learning and wearable sensor dataDiabetes201810.2337/db18-738-P
– reference: Madan, A., Cebrian, M., Lazer, D., Pentland, A.: Social sensing for epidemiological behavior change. In: Proceedings of the 12th ACM International Conference on Ubiquitous Computing, pp. 291–300. ACM (2010)
– reference: MendozaMPobleteBValderramaINowcasting earthquake damages with twitterEPJ Data Sci.2019813
– reference: HudsonNWAnusicILucasREDonnellanMBComparing the reliability and validity of global self-report measures of subjective well-being with experiential day reconstruction measuresAssessment2017226
– reference: Brulé, G., Veenhoven, R.: Why are Latin Europeans less happy? Polyphonic Anthropology-Theoretical and Empirical Cross-Cultural Fieldwork. The Impact of Hierarchy. InTech (2012)
– reference: DaltonCDurrheimDFejsaJFrancisLCarlsonSd’EspaignetETTuylFFlutracking: a weekly australian community online survey of influenza-like illness in 2006, 2007 and 2008Commun. Dis. Intell. Quart. Rep.2009333316
– reference: LamposVCristianiniNNowcasting events from the social web with statistical learningACM Trans. Intell. Syst. Technol.20123472
– reference: Floridi, L., Taddeo, M.: What is data ethics? The Royal Society (2016)
– reference: Algan, Y., Beasley, E., Guyot, F., Higa, K., Murtin, F., Senik, C., et al. Big Data Measures of Well-Being: Evidence from a Google Well-Being Index in the United States. OECD Statistics Working Papers 2016 (2016)
– reference: PicornellMRuizTBorgeRGarcía-AlbertosPde la PazDLumbrerasJPopulation dynamics based on mobile phone data to improve air pollution exposure assessmentsJ. Expos. Sci. Environ. Epidemiol.2019292278
– reference: KryvasheyeuYChenHObradovichNMoroEVan HentenryckPFowlerJCebrianMRapid assessment of disaster damage using social media activitySci. Adv.201623e1500779
– reference: PappalardoLRinzivilloSSiminiFHuman mobility modelling: exploration and preferential return meet the gravity modelProc. Comput. Sci.20168393493910.1016/j.procs.2016.04.188
– reference: MhaskarHNPereverzyevSVvan der WaltMDA deep learning approach to diabetic blood glucose predictionFront. Appl. Math. Stat.2017314
– reference: Schneider, P., Castell, N., Vogt, M., Lahoz W., Bartonova A.: Making sense of crowdsourced observations: data fusion techniques for real-time mapping of urban air quality. In: EGU General Assembly Conference Abstracts, p. 17 (2015)
– reference: OttJCGood governance and happiness in nations: technical quality precedes democracy and quality beats sizeJ. Happiness Stud.2010113353368
– reference: Suhoy, T., et al.: Query indices and a 2008 downturn: Israeli data. Technical report. Bank of Israel (2009)
– reference: CoultonCJGoergeRPutnam-HornsteinEde HaanBHarnessing Big Data for Social Good: A Grand Challenge for Social Work2015ClevelandAmerican Academy of Social Work and Social Welfare120
– reference: RundleAGSheehanDMQuinnJWBartleyKEisenhowerDBaderMMLovasiGSNeckermanKMUsing GPS data to study neighborhood walkability and physical activityAm. J. Prev. Med.2016503e65e72
– reference: MarchettiSGiustiCPratesiMSalvatiNGiannottiFPedreschiDRinzivilloSPappalardoLGabrielliLSmall area model-based estimators using big data sourcesJ. Off. Stat.2015312263281
– reference: PellungriniRPappalardoLPratesiFMonrealeAA data mining approach to assess privacy risk in human mobility dataACM Trans. Intell. Syst. Technol.20179331:131:2710.1145/3106774
– reference: Nes, R.B., Røysamb, E.: The heritability of subjective well-being: review and meta-analysis. In: The Genetics of Psychological Well-Being: The Role of Heritability and Genetics in Positive Psychology, pp. 75–96 (2015)
– reference: MetzgerMHTvardikNGicquelQBouvryCPouletEPotinet-PagliaroliVUse of emergency department electronic medical records for automated epidemiological surveillance of suicide attempts: a french pilot studyInt. J. Methods Psychiatric Res.2017262e1522
– reference: ZweigJSAre women happier than men? Evidence from the Gallup World PollJ. Happiness Stud.2015162515541
– reference: BlondelVDDecuyperAKringsGA survey of results on mobile phone datasets analysisEPJ Data Sci.20154110
– reference: ColleoniERozzaAArvidssonAEcho chamber or public sphere? Predicting political orientation and measuring political homophily in Twitter using big dataJ. Commun.2014642317332
– reference: AlanyaliMMoatHSPreisTQuantifying the relationship between financial news and the stock marketSci. Rep.201333578
– reference: YapSCWortmanJAnusicIBakerSGSchererLDDonnellanMBLucasREThe effect of mood on judgments of subjective well-being: nine tests of the judgment modelJ. Pers. Soc. Psychol.20171136939
– reference: WijngaardsIHendriksMBurgerMJSteering towards happiness: an experience sampling study on the determinants of happiness of truck driversTransp. Res. Part A Policy Pract.2019128131148
– reference: MartinucciINatilliMLorenzoniVPappalardoLMonrealeATurchettiGPedreschiDMarchiSBaraleRde BortoliNGastroesophageal reflux symptoms among italian university students: epidemiology and dietary correlates using automatically recorded transactionsBMC Gastroenterol.2018181116
– reference: PleegingEBurgerMvan ExelJThe relations between hope and subjective well-being: a literature overview and empirical analysisAppl. Res. Qual. Life20201123
– reference: OzkanTWorrallJLZettlerHValidating media-driven and crowdsourced police shooting data: a research noteJ. Crime Justice2018413334345
– reference: WHO, World Health Organization: Geneva Macroeconomics and health: investing in health for economic development-report of the commission on macroeconomics and health. Commission on Macroeconomics and Health (2001)
– reference: NsoesieEMarartheMBrownsteinJForecasting peaks of seasonal influenza epidemicsPLoS Curr.201358
– reference: Reinhart, C.M., Reinhart, V.R.: After the fall. Technical report. National Bureau of Economic Research (2010)
– reference: Lepri, B., Staiano, J., Sangokoya, D., Letouzé, E., Oliver, N.: The tyranny of data? The bright and dark sides of data-driven decision-making for social good. In: Transparent Data Mining for Big and Small Data, pp. 3–24. Springer (2017)
– ident: 224_CR53
– volume: 14
  start-page: 19386
  issue: 44
  year: 2009
  ident: 224_CR203
  publication-title: Eurosurveillance
  doi: 10.2807/ese.14.44.19386-en
– volume: 7
  start-page: 102
  issue: 1
  year: 2010
  ident: 224_CR106
  publication-title: J. Phys. Activity Health
  doi: 10.1123/jpah.7.1.102
– ident: 224_CR245
  doi: 10.1145/2623330.2623335
– volume: 3
  start-page: 72
  issue: 4
  year: 2012
  ident: 224_CR128
  publication-title: ACM Trans. Intell. Syst. Technol.
  doi: 10.1145/2337542.2337557
– volume: 8
  start-page: e64417
  issue: 5
  year: 2013
  ident: 224_CR312
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0064417
– volume: 46
  start-page: 117
  issue: S2
  year: 2014
  ident: 224_CR298
  publication-title: J. Money Credit Bank.
  doi: 10.1111/jmcb.12154
– volume: 333
  start-page: 1878
  issue: 6051
  year: 2011
  ident: 224_CR313
  publication-title: Science
  doi: 10.1126/science.1202775
– ident: 224_CR47
– volume: 547
  start-page: 336
  issue: 7663
  year: 2017
  ident: 224_CR161
  publication-title: Nature
  doi: 10.1038/nature23018
– volume: 7
  start-page: e40014
  issue: 7
  year: 2012
  ident: 224_CR225
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0040014
– volume: 18
  start-page: 116
  issue: 1
  year: 2018
  ident: 224_CR238
  publication-title: BMC Gastroenterol.
  doi: 10.1186/s12876-018-0832-9
– volume: 12
  start-page: e0160589
  issue: 1
  year: 2017
  ident: 224_CR328
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0160589
– volume: 14
  start-page: 55
  year: 2015
  ident: 224_CR113
  publication-title: Spat. Spat. Temp. Epidemiol.
  doi: 10.1016/j.sste.2015.09.001
– start-page: 315
  volume-title: Mobility and Geo-Social Networks
  year: 2013
  ident: 224_CR120
  doi: 10.1017/CBO9781139128926.017
– volume: 5
  start-page: 8
  year: 2013
  ident: 224_CR201
  publication-title: PLoS Curr.
– volume: 33
  start-page: 443
  issue: 4
  year: 2013
  ident: 224_CR104
  publication-title: Transp. Rev.
  doi: 10.1080/01441647.2013.815288
– volume: 82
  start-page: 525
  issue: 2–3
  year: 2012
  ident: 224_CR273
  publication-title: J. Econ. Behav. Organ.
  doi: 10.1016/j.jebo.2012.03.008
– volume-title: Handbook of Multimethod Measurement in Psychology
  year: 2006
  ident: 224_CR282
  doi: 10.1037/11383-000
– volume: 63
  start-page: 1057
  issue: 7
  year: 2009
  ident: 224_CR57
  publication-title: Behav. Ecol. Sociobiol.
  doi: 10.1007/s00265-009-0739-0
– volume: 55
  start-page: 68
  issue: 1
  year: 2000
  ident: 224_CR23
  publication-title: Am. Psychol.
  doi: 10.1037/0003-066X.55.1.68
– volume: 16
  start-page: 515
  issue: 2
  year: 2015
  ident: 224_CR285
  publication-title: J. Happiness Stud.
  doi: 10.1007/s10902-014-9521-8
– volume: 41
  start-page: 5733
  issue: 13
  year: 2014
  ident: 224_CR98
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2014.03.024
– ident: 224_CR315
– volume: 2
  start-page: e1500779
  issue: 3
  year: 2016
  ident: 224_CR138
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.1500779
– ident: 224_CR12
– volume: 6
  start-page: 176
  issue: 3
  year: 2018
  ident: 224_CR338
  publication-title: Big Data
  doi: 10.1089/big.2018.0083
– volume: 128
  start-page: 1405
  issue: 3
  year: 2016
  ident: 224_CR35
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-015-1085-4
– volume: 6
  start-page: 429
  issue: 6
  year: 2001
  ident: 224_CR105
  publication-title: Transp. Res. Part D Transp. Environ.
  doi: 10.1016/S1361-9209(01)00007-4
– volume: 16
  start-page: 415
  issue: 3
  year: 2016
  ident: 224_CR259
  publication-title: Int. Environ. Agreements Polit. Law Econ.
  doi: 10.1007/s10784-016-9322-0
– volume: 1
  start-page: 1
  year: 2020
  ident: 224_CR21
  publication-title: Appl. Res. Qual. Life
  doi: 10.59807/jlsar.v1i1.10
– volume: 32
  start-page: 211
  issue: 2
  year: 2002
  ident: 224_CR18
  publication-title: Personal. Individ. Differ.
  doi: 10.1016/S0191-8869(01)00019-8
– volume: 47
  start-page: 1029
  issue: 4
  year: 2009
  ident: 224_CR2
  publication-title: J. Econ. Lit.
  doi: 10.1257/jel.47.4.1029
– volume: 109
  start-page: 11576
  issue: 29
  year: 2012
  ident: 224_CR91
  publication-title: Proc. Nat. Acad. Sci.
  doi: 10.1073/pnas.1203882109
– volume: 94
  start-page: 44
  year: 2013
  ident: 224_CR190
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2013.07.003
– volume: 3
  start-page: 6
  issue: 1
  year: 2014
  ident: 224_CR87
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds31
– ident: 224_CR179
– volume: 41
  start-page: 334
  issue: 3
  year: 2018
  ident: 224_CR255
  publication-title: J. Crime Justice
  doi: 10.1080/0735648X.2017.1326831
– volume: 52
  start-page: 111
  issue: 1
  year: 2005
  ident: 224_CR290
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2004.06.015
– volume: 114
  start-page: S233
  issue: S1
  year: 2008
  ident: 224_CR20
  publication-title: Am. J. Sociol.
  doi: 10.1086/592424
– ident: 224_CR311
  doi: 10.1145/3184558.3186337
– volume: 64
  start-page: 317
  issue: 2
  year: 2014
  ident: 224_CR150
  publication-title: J. Commun.
  doi: 10.1111/jcom.12084
– volume: 11
  start-page: 36
  issue: 4
  year: 2011
  ident: 224_CR237
  publication-title: IEEE Pervasive Comput.
  doi: 10.1109/MPRV.2011.79
– volume: 36
  start-page: 1033
  issue: 7
  year: 2006
  ident: 224_CR17
  publication-title: Psychol. Med.
  doi: 10.1017/S0033291706007409
– ident: 224_CR185
– volume: 19
  start-page: 483
  issue: 2
  year: 2018
  ident: 224_CR289
  publication-title: J. Happiness Stud.
– volume: 31
  start-page: 263
  issue: 2
  year: 2015
  ident: 224_CR115
  publication-title: J. Off. Stat.
  doi: 10.1515/jos-2015-0017
– ident: 224_CR41
– volume: 104
  start-page: 872
  issue: 5
  year: 2013
  ident: 224_CR277
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/a0032124
– ident: 224_CR64
  doi: 10.1007/978-3-319-00615-4_14
– volume: 457
  start-page: 1012
  issue: 7232
  year: 2009
  ident: 224_CR199
  publication-title: Nature
  doi: 10.1038/nature07634
– volume: 111
  start-page: 115
  issue: 1
  year: 2003
  ident: 224_CR99
  publication-title: Environ. Health Perspect.
  doi: 10.1289/ehp.5350
– volume: 5
  start-page: 22
  issue: 1
  year: 2016
  ident: 224_CR258
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-016-0083-3
– ident: 224_CR82
  doi: 10.1007/978-3-642-22362-4_35
– volume: 12
  start-page: 1
  year: 2019
  ident: 224_CR156
  publication-title: Drug Saf.
– volume: 3
  start-page: 3578
  year: 2013
  ident: 224_CR171
  publication-title: Sci. Rep.
  doi: 10.1038/srep03578
– volume: 51
  start-page: 134
  issue: 2
  year: 2011
  ident: 224_CR217
  publication-title: Bank Engl. Quart. Bull.
– volume-title: Aristotle’s Dialogue with Socrates: On the “Nicomachean Ethics”
  year: 2009
  ident: 224_CR260
– volume: 12
  start-page: 99
  issue: 2
  year: 2017
  ident: 224_CR332
  publication-title: J. Positive Psychol.
  doi: 10.1080/17439760.2016.1163411
– volume: 83
  start-page: 934
  year: 2016
  ident: 224_CR59
  publication-title: Proc. Comput. Sci.
  doi: 10.1016/j.procs.2016.04.188
– volume: 24
  start-page: 198
  issue: 1
  year: 2017
  ident: 224_CR154
  publication-title: J. Am. Med. Inform. Assoc.
  doi: 10.1093/jamia/ocw042
– ident: 224_CR52
– volume: 122
  start-page: 277
  issue: 3
  year: 2010
  ident: 224_CR209
  publication-title: J. Affect. Disord.
  doi: 10.1016/j.jad.2009.08.015
– volume: 40
  start-page: 577
  issue: 5
  year: 2010
  ident: 224_CR16
  publication-title: Behav. Genet.
  doi: 10.1007/s10519-010-9365-x
– ident: 224_CR200
– volume: 32
  start-page: 787
  issue: 3
  year: 2018
  ident: 224_CR61
  publication-title: Data Min. Knowl. Disc.
  doi: 10.1007/s10618-017-0548-4
– ident: 224_CR220
  doi: 10.4995/CARMA2016.2016.4213
– ident: 224_CR117
  doi: 10.1007/978-3-642-31205-2_6
– volume: 88
  start-page: 2009
  issue: 9–10
  year: 2004
  ident: 224_CR263
  publication-title: J. Public Econ.
  doi: 10.1016/j.jpubeco.2003.07.006
– volume: 2
  start-page: 26
  year: 2017
  ident: 224_CR267
  publication-title: Assessment
– ident: 224_CR46
– volume: 35
  start-page: 91
  issue: 1
  year: 2007
  ident: 224_CR54
  publication-title: J. Commun. Psychol.
  doi: 10.1002/jcop.20136
– ident: 224_CR81
  doi: 10.1145/2160673.2160684
– volume: 7
  start-page: e36
  issue: 3
  year: 2005
  ident: 224_CR195
  publication-title: J. Med. Internet Res.
  doi: 10.2196/jmir.7.3.e36
– volume: 47
  start-page: 1443
  issue: 11
  year: 2008
  ident: 224_CR196
  publication-title: Clin. Infect. Dis.
  doi: 10.1086/593098
– volume: 43
  start-page: 800
  issue: 3
  year: 2011
  ident: 224_CR232
  publication-title: Behav. Res. Methods
  doi: 10.3758/s13428-011-0081-0
– ident: 224_CR242
– volume: 129
  start-page: 1255
  issue: 3
  year: 2016
  ident: 224_CR299
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-015-1167-3
– volume: 132
  start-page: 179
  issue: 1–2
  year: 2011
  ident: 224_CR208
  publication-title: J. Affect. Disord.
– volume: 5
  start-page: 292
  issue: 3
  year: 2010
  ident: 224_CR22
  publication-title: Perspect. Psychol. Sci.
  doi: 10.1177/1745691610369469
– volume: 5
  start-page: 1
  issue: 1
  year: 2013
  ident: 224_CR334
  publication-title: Health Cult. Soc.
  doi: 10.5195/HCS.2013.147
– volume: 43
  start-page: 48
  issue: 1
  year: 2015
  ident: 224_CR103
  publication-title: Exerc. Sport Sci. Rev.
  doi: 10.1249/JES.0000000000000035
– volume: 33
  start-page: 809
  issue: 4
  year: 2017
  ident: 224_CR119
  publication-title: J. Quant. Criminol.
  doi: 10.1007/s10940-016-9312-y
– ident: 224_CR9
– year: 2018
  ident: 224_CR162
  publication-title: Diabetes
  doi: 10.2337/db18-738-P
– volume: 1
  start-page: 190
  issue: 2
  year: 2009
  ident: 224_CR274
  publication-title: Am. Econ. J. Econ. Policy
  doi: 10.1257/pol.1.2.190
– volume: 435
  start-page: 207
  issue: 7039
  year: 2005
  ident: 224_CR66
  publication-title: Nature
  doi: 10.1038/nature03459
– volume: 86
  start-page: 1
  issue: 1–2
  year: 2008
  ident: 224_CR174
  publication-title: Clim. Change
  doi: 10.1007/s10584-007-9299-3
– volume: 128
  start-page: 131
  year: 2019
  ident: 224_CR296
  publication-title: Transp. Res. Part A Policy Pract.
  doi: 10.1016/j.tra.2019.07.017
– volume: 20
  start-page: 17
  issue: 1
  year: 2014
  ident: 224_CR233
  publication-title: Clin. Microbiol. Infect.
  doi: 10.1111/1469-0691.12477
– ident: 224_CR216
  doi: 10.2139/ssrn.1811247
– volume: 30
  start-page: 181
  issue: 2
  year: 2002
  ident: 224_CR5
  publication-title: World Dev.
  doi: 10.1016/S0305-750X(01)00109-7
– volume: 2
  start-page: 13
  year: 2019
  ident: 224_CR121
  publication-title: Front. Big Data
  doi: 10.3389/fdata.2019.00013
– volume: 367
  start-page: 105
  year: 2016
  ident: 224_CR320
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2016.05.052
– ident: 224_CR243
– volume: 61
  start-page: 359
  issue: 3
  year: 1996
  ident: 224_CR25
  publication-title: J. Public Econ.
  doi: 10.1016/0047-2727(95)01564-7
– volume: 5
  start-page: e1206
  issue: 5
  year: 2011
  ident: 224_CR204
  publication-title: PLoS Neglect. Trop. Dis.
  doi: 10.1371/journal.pntd.0001206
– volume: 2
  start-page: 11
  issue: 3
  year: 2012
  ident: 224_CR4
  publication-title: Int. J. Wellbeing
  doi: 10.5502/ijw.v2i3.4
– volume: 368
  start-page: 5707
  issue: 1933
  year: 2010
  ident: 224_CR222
  publication-title: Philos. Trans. R. Soc. A Math. Phys. Eng. Sci.
  doi: 10.1098/rsta.2010.0284
– ident: 224_CR48
– ident: 224_CR114
  doi: 10.1145/2750858.2805845
– volume: 19
  start-page: 227
  issue: 3–4
  year: 2017
  ident: 224_CR253
  publication-title: Crime Prev. Commun. Saf.
– volume: 94
  start-page: 56
  year: 2015
  ident: 224_CR193
  publication-title: Resour. Conserv. Recycl.
  doi: 10.1016/j.resconrec.2014.11.016
– volume: 107
  start-page: 17486
  issue: 41
  year: 2010
  ident: 224_CR194
  publication-title: Proc. Nat. Acad. Sci.
  doi: 10.1073/pnas.1005962107
– volume: 4
  start-page: 15
  issue: 1
  year: 2015
  ident: 224_CR77
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-015-0053-1
– ident: 224_CR248
– volume: 180
  start-page: 829
  issue: 8
  year: 2009
  ident: 224_CR169
  publication-title: CMAJ
  doi: 10.1503/cmaj.1090215
– ident: 224_CR88
  doi: 10.1145/2556288.2557358
– volume: 4
  start-page: 237802311876041
  year: 2018
  ident: 224_CR229
  publication-title: Socius
  doi: 10.1177/2378023118760414
– start-page: 297
  volume-title: A Complexity Science Perspective on Human Mobility
  year: 2013
  ident: 224_CR62
  doi: 10.1017/CBO9781139128926.016
– ident: 224_CR122
  doi: 10.1145/2441776.2441817
– ident: 224_CR69
– volume-title: Flourish: A New Understanding of Happiness and Well-Being and How to Achieve Them
  year: 2011
  ident: 224_CR333
– volume: 9
  start-page: 547
  year: 2015
  ident: 224_CR254
  publication-title: Int. J. Commun.
– volume: 36
  start-page: 119
  issue: 3
  year: 2011
  ident: 224_CR221
  publication-title: J. Econ. Soc. Meas.
  doi: 10.3233/JEM-2011-0342
– volume: 59
  start-page: 1216
  issue: 6
  year: 1990
  ident: 224_CR331
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/0022-3514.59.6.1216
– volume: 30
  start-page: 339
  issue: 3–4
  year: 2009
  ident: 224_CR177
  publication-title: Fiscal Stud.
  doi: 10.1111/j.1475-5890.2009.00099.x
– volume: 22
  start-page: 421
  issue: 2
  year: 2009
  ident: 224_CR26
  publication-title: J. Popul. Econ.
  doi: 10.1007/s00148-007-0146-7
– ident: 224_CR74
  doi: 10.1007/978-3-319-67256-4_2
– volume: 2015
  start-page: 4
  issue: Spring
  year: 2015
  ident: 224_CR152
  publication-title: ACM SIGWEB Newsl.
  doi: 10.1145/2749279.2749283
– volume: 5
  start-page: 10650
  year: 2015
  ident: 224_CR70
  publication-title: Sci. Rep.
  doi: 10.1038/srep10650
– volume: 13
  start-page: 1
  year: 2013
  ident: 224_CR124
  publication-title: ICWSM
– volume: 54
  start-page: 1063
  issue: 6
  year: 1988
  ident: 224_CR264
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/0022-3514.54.6.1063
– volume: 101
  start-page: 354
  issue: 2
  year: 2011
  ident: 224_CR24
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/a0023779
– volume: 1
  start-page: 311
  issue: 4
  year: 2014
  ident: 224_CR33
  publication-title: Int. J. Happiness Dev.
  doi: 10.1504/IJHD.2014.066115
– volume: 7
  start-page: 12
  issue: 19
  year: 2001
  ident: 224_CR40
  publication-title: Pract. Assess. Res. Eval.
– ident: 224_CR337
  doi: 10.1098/rsta.2016.0360
– ident: 224_CR97
  doi: 10.1145/2663204.2663254
– ident: 224_CR37
  doi: 10.1596/0-8018-5254-4
– volume: 24
  start-page: 1
  issue: 1
  year: 1991
  ident: 224_CR31
  publication-title: Soc. Indic. Res.
  doi: 10.1007/BF00292648
– volume: 6
  start-page: 8166
  year: 2015
  ident: 224_CR58
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms9166
– volume: 33
  start-page: 316
  issue: 3
  year: 2009
  ident: 224_CR234
  publication-title: Commun. Dis. Intell. Quart. Rep.
– volume: 2
  start-page: 1
  year: 2018
  ident: 224_CR266
  publication-title: Nat. Hum. Behav.
  doi: 10.1038/s41562-018-0307-6
– volume: 49
  start-page: 28
  issue: 5
  year: 2016
  ident: 224_CR141
  publication-title: Computer
  doi: 10.1109/MC.2016.134
– ident: 224_CR135
  doi: 10.1609/icwsm.v12i1.15073
– ident: 224_CR30
  doi: 10.1016/B978-0-12-205050-3.50008-7
– volume: 34
  start-page: 33
  issue: 1
  year: 1995
  ident: 224_CR287
  publication-title: Soc. Indic. Res.
  doi: 10.1007/BF01078967
– volume: 8
  start-page: 3
  issue: 1
  year: 2019
  ident: 224_CR140
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-019-0181-0
– ident: 224_CR84
  doi: 10.1596/1813-9450-7969
– volume: 22
  start-page: 53
  issue: 2
  year: 2008
  ident: 224_CR270
  publication-title: J. Econ. Perspect.
  doi: 10.1257/jep.22.2.53
– volume: 8
  start-page: e1001083
  issue: 8
  year: 2011
  ident: 224_CR92
  publication-title: PLoS Med.
  doi: 10.1371/journal.pmed.1001083
– volume: 4
  start-page: e4378
  issue: 2
  year: 2009
  ident: 224_CR197
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0004378
– ident: 224_CR145
  doi: 10.1109/SMC.2016.7844410
– volume: 88
  start-page: 2
  year: 2012
  ident: 224_CR219
  publication-title: Econ. Rec.
  doi: 10.1111/j.1475-4932.2012.00809.x
– volume: 23
  start-page: 498
  issue: 5
  year: 2013
  ident: 224_CR101
  publication-title: J. Eposure Sci. Environ. Epidemiol.
  doi: 10.1038/jes.2012.81
– volume: 36
  start-page: 815
  issue: 6
  year: 2011
  ident: 224_CR191
  publication-title: Food Policy
  doi: 10.1016/j.foodpol.2011.08.001
– volume: 15
  start-page: 263
  issue: 3
  year: 1985
  ident: 224_CR305
  publication-title: Eur. J. Soc. Psychol.
  doi: 10.1002/ejsp.2420150303
– ident: 224_CR327
  doi: 10.1145/3035918.3054776
– volume: 3
  start-page: 3141
  year: 2013
  ident: 224_CR143
  publication-title: Sci. Rep.
  doi: 10.1038/srep03141
– ident: 224_CR144
  doi: 10.1109/SIEDS.2015.7117012
– volume: 18
  start-page: 28
  year: 2017
  ident: 224_CR304
  publication-title: Curr. Opin. Behav. Sci.
  doi: 10.1016/j.cobeha.2017.07.006
– volume: 15
  start-page: 213
  issue: 2
  year: 2015
  ident: 224_CR172
  publication-title: Quant. Finance
  doi: 10.1080/14697688.2014.931593
– volume-title: Conditions of Happiness, Reidel
  year: 1984
  ident: 224_CR10
  doi: 10.1007/978-94-009-6432-7
– ident: 224_CR86
  doi: 10.1007/978-3-319-23947-7_9
– ident: 224_CR133
– ident: 224_CR336
  doi: 10.1007/978-3-319-54024-5_1
– volume: 130
  start-page: 87
  issue: 1
  year: 2017
  ident: 224_CR301
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-015-1130-3
– ident: 224_CR127
  doi: 10.1109/CIP.2010.5604088
– ident: 224_CR215
– volume: 107
  start-page: 16489
  issue: 38
  year: 2010
  ident: 224_CR272
  publication-title: Proc. Nat. Acad. Sci.
  doi: 10.1073/pnas.1011492107
– ident: 224_CR318
– volume: 26
  start-page: e1522
  issue: 2
  year: 2017
  ident: 224_CR158
  publication-title: Int. J. Methods Psychiatric Res.
  doi: 10.1002/mpr.1522
– volume: 20
  start-page: 4
  issue: 6
  year: 2016
  ident: 224_CR137
  publication-title: IEEE Internet Comput.
  doi: 10.1109/MIC.2016.115
– year: 2013
  ident: 224_CR223
  publication-title: Sci. Rep.
  doi: 10.1038/srep01684
– volume: 111
  start-page: 383
  issue: 472
  year: 2001
  ident: 224_CR187
  publication-title: Econ. J.
  doi: 10.1111/1468-0297.00636
– volume: 5
  start-page: 32
  issue: 1
  year: 2016
  ident: 224_CR210
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-016-0094-0
– volume-title: Well-Being: Foundations of Hedonic Psychology
  year: 1999
  ident: 224_CR278
– ident: 224_CR164
– volume: 5
  start-page: 1
  issue: 3
  year: 2018
  ident: 224_CR157
  publication-title: J. Basic Res. Med. Sci.
  doi: 10.29252/jbrms.5.3.1
– ident: 224_CR250
– volume: 328
  start-page: 1029
  issue: 5981
  year: 2010
  ident: 224_CR75
  publication-title: Science
  doi: 10.1126/science.1186605
– volume: 350
  start-page: 1073
  issue: 6264
  year: 2015
  ident: 224_CR80
  publication-title: Science
  doi: 10.1126/science.aac4420
– volume: 17
  start-page: 1068
  issue: 6
  year: 2011
  ident: 224_CR206
  publication-title: Emerg. Infect. Dis.
  doi: 10.3201/eid/1706.101451
– volume: 6
  start-page: 97
  issue: 2
  year: 2000
  ident: 224_CR166
  publication-title: Emerg. Infect. Dis.
  doi: 10.3201/eid0602.000201
– ident: 224_CR38
– volume: 110
  start-page: 766
  issue: 5
  year: 2016
  ident: 224_CR268
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/pspp0000066
– start-page: 1
  volume-title: Harnessing Big Data for Social Good: A Grand Challenge for Social Work
  year: 2015
  ident: 224_CR335
– volume: 95
  start-page: 542
  issue: 3
  year: 1984
  ident: 224_CR261
  publication-title: Psychol. Bull.
  doi: 10.1037/0033-2909.95.3.542
– volume: 118
  start-page: 39
  year: 2017
  ident: 224_CR192
  publication-title: Resour. Conserv. Recycl.
  doi: 10.1016/j.resconrec.2016.11.024
– volume: 25
  start-page: 45
  year: 2009
  ident: 224_CR262
  publication-title: Happiness Econ. Polit.
– volume-title: Income and Subjective Well-Being: Review, Synthesis, and Future Research
  year: 2017
  ident: 224_CR295
– volume: 97
  start-page: 1837
  issue: 18
  year: 1998
  ident: 224_CR155
  publication-title: Circulation
  doi: 10.1161/01.CIR.97.18.1837
– volume-title: Digital Humanitarians: How Big Data is Changing the Face of Humanitarian Response
  year: 2015
  ident: 224_CR247
  doi: 10.1201/b18023
– volume: 39
  start-page: 605
  issue: 6
  year: 2009
  ident: 224_CR13
  publication-title: Behav. Genet.
  doi: 10.1007/s10519-009-9294-8
– volume: 121
  start-page: 525
  issue: 2
  year: 2015
  ident: 224_CR321
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-014-0646-2
– ident: 224_CR176
– ident: 224_CR79
– volume: 1
  start-page: 1
  year: 2018
  ident: 224_CR142
  publication-title: Inf. Syst. Front.
  doi: 10.2174/9781681086118118010004
– volume: 112
  start-page: 2723
  issue: 9
  year: 2015
  ident: 224_CR202
  publication-title: Proc. Nat. Acad. Sci.
  doi: 10.1073/pnas.1415012112
– volume: 4
  start-page: 18
  issue: 13
  year: 2007
  ident: 224_CR149
  publication-title: Adv. Dis. Surveill.
– volume: 99
  start-page: 92
  year: 2015
  ident: 224_CR322
  publication-title: Technol. Forecast. Soc. Change
  doi: 10.1016/j.techfore.2015.06.035
– ident: 224_CR50
– volume: 39
  start-page: 77
  issue: 1
  year: 2010
  ident: 224_CR27
  publication-title: Empir. Econ.
  doi: 10.1007/s00181-009-0295-5
– volume: 46
  start-page: 50
  issue: 1
  year: 1995
  ident: 224_CR178
  publication-title: J. Oper. Res. Soc.
  doi: 10.1057/jors.1995.6
– volume: 3446559
  start-page: 12
  year: 2019
  ident: 224_CR184
  publication-title: Avail. SSRN
– volume: 21
  start-page: e10179
  issue: 1
  year: 2019
  ident: 224_CR211
  publication-title: J. Med. Internet Res.
  doi: 10.2196/10179
– volume-title: Politics in the News: Do Campaigns Matter? A Comparison of Political News During Election Periods and Routine Periods in Flanders (Belgium)
  year: 2009
  ident: 224_CR175
– volume: 12
  start-page: 93
  issue: 1
  year: 2013
  ident: 224_CR95
  publication-title: Environ. Health
  doi: 10.1186/1476-069X-12-93
– volume: 113
  start-page: 6421
  issue: 23
  year: 2016
  ident: 224_CR68
  publication-title: Proc. Nat. Acad. Sci.
  doi: 10.1073/pnas.1522305113
– volume: 3
  start-page: 189
  year: 2015
  ident: 224_CR67
  publication-title: Front. Public Health
  doi: 10.3389/fpubh.2015.00189
– volume: 37
  start-page: 3597
  issue: 9
  year: 2017
  ident: 224_CR252
  publication-title: Int. J. Climatol.
  doi: 10.1002/joc.4940
– ident: 224_CR96
– ident: 224_CR244
– volume-title: Social Media e Sentiment Analysis: L’evoluzione dei fenomeni sociali attraverso la Rete
  year: 2014
  ident: 224_CR319
  doi: 10.1007/978-88-470-5532-2
– volume: 8
  start-page: 1
  year: 2016
  ident: 224_CR93
  publication-title: PLoS Curr.
– volume: 59
  start-page: 43
  issue: 1
  year: 2006
  ident: 224_CR291
  publication-title: Kyklos
  doi: 10.1111/j.1467-6435.2006.00319.x
– volume: 85
  start-page: 1136
  issue: 6
  year: 2003
  ident: 224_CR19
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/0022-3514.85.6.1136
– volume: 12
  start-page: 20150185
  issue: 107
  year: 2015
  ident: 224_CR73
  publication-title: J. R. Soc. Interface
  doi: 10.1098/rsif.2015.0185
– volume: 38
  start-page: 668
  issue: 4
  year: 1980
  ident: 224_CR284
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/0022-3514.38.4.668
– volume: 337
  start-page: a2338
  year: 2008
  ident: 224_CR303
  publication-title: BMJ
  doi: 10.1136/bmj.a2338
– volume: 6
  start-page: e19467
  issue: 5
  year: 2011
  ident: 224_CR125
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0019467
– ident: 224_CR271
  doi: 10.2139/ssrn.1369806
– ident: 224_CR3
– volume: 104
  start-page: 267
  issue: 2
  year: 2013
  ident: 224_CR32
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/a0030487
– volume: 85
  start-page: 74
  year: 2016
  ident: 224_CR118
  publication-title: Prev. Med.
  doi: 10.1016/j.ypmed.2016.01.012
– ident: 224_CR55
– volume: 68
  start-page: 861
  issue: 4
  year: 2016
  ident: 224_CR275
  publication-title: Oxf. Econ. Pap.
  doi: 10.1093/oep/gpw022
– ident: 224_CR49
– ident: 224_CR153
  doi: 10.1145/3041021.3055135
– ident: 224_CR236
  doi: 10.1145/2248341.2248345
– volume: 29
  start-page: 278
  issue: 2
  year: 2019
  ident: 224_CR89
  publication-title: J. Expos. Sci. Environ. Epidemiol.
  doi: 10.1038/s41370-018-0058-5
– ident: 224_CR72
  doi: 10.1109/BigData.2015.7363835
– volume: 26
  start-page: 159
  issue: 2
  year: 2015
  ident: 224_CR123
  publication-title: Psychol. Sci.
  doi: 10.1177/0956797614557867
– volume: 138
  start-page: 505
  issue: 3–4
  year: 2016
  ident: 224_CR90
  publication-title: Clim. Change
  doi: 10.1007/s10584-016-1753-7
– volume: 4
  start-page: 10
  issue: 1
  year: 2015
  ident: 224_CR56
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-015-0046-0
– ident: 224_CR165
– volume: 1
  start-page: 345
  issue: 5
  year: 2001
  ident: 224_CR167
  publication-title: Lancet. Infect. Dis
  doi: 10.1016/S1473-3099(01)00148-7
– volume: 8
  start-page: 1
  year: 2019
  ident: 224_CR297
  publication-title: Small Bus. Econ.
– volume: 11
  start-page: 353
  issue: 3
  year: 2010
  ident: 224_CR302
  publication-title: J. Happiness Stud.
  doi: 10.1007/s10902-009-9144-7
– ident: 224_CR310
  doi: 10.1073/pnas.1320040111
– ident: 224_CR147
  doi: 10.1145/2623330.2623619
– volume: 24
  start-page: 713
  issue: 3
  year: 2012
  ident: 224_CR280
  publication-title: Psychol. Assess.
  doi: 10.1037/a0026733
– volume: 86
  start-page: 39
  issue: 1
  year: 2012
  ident: 224_CR170
  publication-title: Am. J. Trop. Med. Hyg.
  doi: 10.4269/ajtmh.2012.11-0597
– volume: 40
  start-page: 402
  issue: 2
  year: 2002
  ident: 224_CR11
  publication-title: J. Econ. Lit.
  doi: 10.1257/jel.40.2.402
– ident: 224_CR329
– ident: 224_CR330
  doi: 10.1109/SocialCom.2013.118
– ident: 224_CR83
  doi: 10.1145/2442882.2442902
– volume: 2
  start-page: 1
  issue: 1
  year: 2011
  ident: 224_CR132
  publication-title: J. Comput. Sci.
  doi: 10.1016/j.jocs.2010.12.007
– volume: 8
  start-page: e64323
  issue: 5
  year: 2013
  ident: 224_CR198
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0064323
– volume: 12
  start-page: 390
  issue: 1
  year: 2013
  ident: 224_CR207
  publication-title: Malaria J.
  doi: 10.1186/1475-2875-12-390
– volume: 353
  start-page: 753
  issue: 6301
  year: 2016
  ident: 224_CR44
  publication-title: Science
  doi: 10.1126/science.aah5217
– volume: 16
  start-page: 33
  issue: 3
  year: 2012
  ident: 224_CR63
  publication-title: ACM SIGMOBILE Mob. Comput. Commun. Rev.
  doi: 10.1145/2412096.2412101
– ident: 224_CR214
– volume: 453
  start-page: 779
  issue: 7196
  year: 2008
  ident: 224_CR65
  publication-title: Nature
  doi: 10.1038/nature06958
– volume: 50
  start-page: e65
  issue: 3
  year: 2016
  ident: 224_CR112
  publication-title: Am. J. Prev. Med.
  doi: 10.1016/j.amepre.2015.07.033
– volume: 10
  start-page: e0128692
  issue: 5
  year: 2015
  ident: 224_CR130
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0128692
– volume: 111
  start-page: 11600
  issue: 32
  year: 2014
  ident: 224_CR224
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.1324054111
– ident: 224_CR8
– ident: 224_CR182
– volume: 104
  start-page: 854
  issue: 5
  year: 2014
  ident: 224_CR111
  publication-title: Am. J. Public Health
  doi: 10.2105/AJPH.2013.301696
– volume: 51
  start-page: 199
  year: 2015
  ident: 224_CR28
  publication-title: J. Econ. Psychol.
  doi: 10.1016/j.joep.2015.08.009
– volume: 6
  start-page: e26752
  issue: 12
  year: 2011
  ident: 224_CR317
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0026752
– volume: 13
  start-page: 135
  issue: 2
  year: 2010
  ident: 224_CR14
  publication-title: Twin Res. Hum. Genet.
  doi: 10.1375/twin.13.2.135
– ident: 224_CR308
  doi: 10.3115/1225733.1225751
– ident: 224_CR1
  doi: 10.3386/w16334
– ident: 224_CR146
  doi: 10.1007/978-3-319-67217-5_31
– ident: 224_CR324
– volume: 21
  start-page: 3558
  issue: 5
  year: 2014
  ident: 224_CR100
  publication-title: Environ. Sci. Pollut. Res.
  doi: 10.1007/s11356-013-2277-6
– volume: 23
  start-page: 99
  issue: 2
  year: 2009
  ident: 224_CR183
  publication-title: J. Econ. Perspect.
  doi: 10.1257/jep.23.2.99
– volume: 6
  start-page: 414
  year: 2016
  ident: 224_CR228
  publication-title: Results Phys.
  doi: 10.1016/j.rinp.2016.07.008
– volume: 12
  start-page: 146
  issue: 2
  year: 2012
  ident: 224_CR230
  publication-title: State Polit. Policy Quart.
  doi: 10.1177/1532440012438889
– volume: 34
  start-page: 519
  issue: 3
  year: 2015
  ident: 224_CR286
  publication-title: Health Aff.
  doi: 10.1377/hlthaff.2014.0798
– ident: 224_CR102
– ident: 224_CR180
  doi: 10.2139/ssrn.357342
– volume: 4
  start-page: 1
  year: 2008
  ident: 224_CR281
  publication-title: Annu. Rev. Clin. Psychol.
  doi: 10.1146/annurev.clinpsy.3.022806.091415
– volume: 9
  start-page: 26
  issue: 4
  year: 2012
  ident: 224_CR314
  publication-title: Significance
  doi: 10.1111/j.1740-9713.2012.00588.x
– ident: 224_CR257
– volume: 48
  start-page: 140
  issue: 9
  year: 2010
  ident: 224_CR325
  publication-title: IEEE Commun. Mag.
  doi: 10.1109/MCOM.2010.5560598
– ident: 224_CR15
  doi: 10.1093/acprof:oso/9780199686674.003.0005
– ident: 224_CR148
– volume: 113
  start-page: 939
  issue: 6
  year: 2017
  ident: 224_CR276
  publication-title: J. Pers. Soc. Psychol.
  doi: 10.1037/pspp0000115
– volume: 6
  start-page: 3
  issue: 1
  year: 2017
  ident: 224_CR43
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-017-0099-3
– volume: 51
  start-page: 82
  year: 2014
  ident: 224_CR129
  publication-title: Appl. Geogr.
  doi: 10.1016/j.apgeog.2014.04.003
– volume: 3
  start-page: 33
  issue: 1
  year: 2014
  ident: 224_CR188
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-014-0033-x
– volume: 9
  start-page: 31:1
  issue: 3
  year: 2017
  ident: 224_CR60
  publication-title: ACM Trans. Intell. Syst. Technol.
  doi: 10.1145/3106774
– volume: 5
  start-page: e151
  issue: 7
  year: 2008
  ident: 224_CR168
  publication-title: PLoS Med.
  doi: 10.1371/journal.pmed.0050151
– volume: 3
  start-page: 1801
  year: 2013
  ident: 224_CR226
  publication-title: Sci. Rep.
  doi: 10.1038/srep01801
– ident: 224_CR134
  doi: 10.1145/1379092.1379106
– volume: 43
  start-page: 165
  year: 2018
  ident: 224_CR241
  publication-title: J. Interact. Mark.
  doi: 10.1016/j.intmar.2018.05.001
– volume: 215
  start-page: 61
  issue: 1
  year: 2013
  ident: 224_CR108
  publication-title: Eur. Phys. J. Spec. Top.
  doi: 10.1140/epjst/e2013-01715-5
– ident: 224_CR6
– volume: 105
  start-page: 2124
  issue: 10
  year: 2015
  ident: 224_CR235
  publication-title: Am. J. Public Health
  doi: 10.2105/AJPH.2015.302696
– volume: 29
  start-page: 94
  issue: 1
  year: 2008
  ident: 224_CR29
  publication-title: J. Econ. Psychol.
  doi: 10.1016/j.joep.2007.09.001
– volume: 5
  start-page: 18
  issue: 1
  year: 2016
  ident: 224_CR227
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-016-0081-5
– ident: 224_CR256
  doi: 10.1145/3041021.3051155
– ident: 224_CR326
  doi: 10.1145/2370216.2370266
– volume: 35
  start-page: 117
  year: 2014
  ident: 224_CR173
  publication-title: Environ. Sci. Policy
  doi: 10.1016/j.envsci.2013.02.011
– volume-title: The Panas-x: Manual for the Positive and Negative Affect Schedule-Expanded Form
  year: 1999
  ident: 224_CR265
– volume: 117
  start-page: 577
  issue: 2
  year: 2014
  ident: 224_CR269
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-013-0356-1
– ident: 224_CR163
– ident: 224_CR189
  doi: 10.1109/BigData.2017.8258061
– volume: 17
  start-page: 237
  issue: 3
  year: 2011
  ident: 224_CR309
  publication-title: Artif. Life
  doi: 10.1162/artl_a_00034
– ident: 224_CR292
  doi: 10.2139/ssrn.601201
– volume: 26
  start-page: 49
  issue: 1
  year: 2007
  ident: 224_CR294
  publication-title: J. Health Econ.
  doi: 10.1016/j.jhealeco.2006.08.004
– ident: 224_CR251
– volume: 5
  start-page: 1
  issue: 1
  year: 2004
  ident: 224_CR283
  publication-title: Psychol. Sci. Public Interest
  doi: 10.1111/j.0963-7214.2004.00501001.x
– ident: 224_CR300
  doi: 10.5772/38061
– ident: 224_CR78
– volume: 11
  start-page: 450
  year: 2011
  ident: 224_CR316
  publication-title: ICWSM
– ident: 224_CR7
– ident: 224_CR51
– volume: 4
  start-page: 5
  issue: 1
  year: 2008
  ident: 224_CR231
  publication-title: Sci. Technol. Innov. Stud.
– volume: 184
  start-page: 579
  issue: 8
  year: 2016
  ident: 224_CR109
  publication-title: Am. J. Epidemiol.
  doi: 10.1093/aje/kww071
– volume: 2
  start-page: 18
  year: 2019
  ident: 224_CR239
  publication-title: J. Financ. Econ.
– volume: 6
  start-page: 37
  year: 2017
  ident: 224_CR139
  publication-title: IEEE Internet Comput.
  doi: 10.1109/MIC.2017.4180834
– volume: 12
  start-page: 1181
  issue: 6
  year: 2012
  ident: 224_CR34
  publication-title: Emotion
  doi: 10.1037/a0029873
– ident: 224_CR42
  doi: 10.1177/2053951714538417
– volume: 38
  start-page: 273
  issue: 3
  year: 2019
  ident: 224_CR151
  publication-title: Behav. Inf. Technol.
  doi: 10.1080/0144929X.2018.1529197
– ident: 224_CR45
– volume: 6
  start-page: 12
  year: 2014
  ident: 224_CR126
  publication-title: PLoS Curr.
– ident: 224_CR306
  doi: 10.1145/2145204.2145347
– volume: 50
  start-page: 379
  issue: 5
  year: 2015
  ident: 224_CR36
  publication-title: Int. J. Psychol.
  doi: 10.1002/ijop.12161
– ident: 224_CR71
  doi: 10.1145/1864349.1864394
– volume: 14
  start-page: 20160690
  issue: 127
  year: 2017
  ident: 224_CR76
  publication-title: J. R. Soc. Interface
  doi: 10.1098/rsif.2016.0690
– volume: 60
  start-page: 197
  issue: 2
  year: 2017
  ident: 224_CR240
  publication-title: Bus. Horiz.
  doi: 10.1016/j.bushor.2016.11.005
– volume: 55
  start-page: 107
  issue: 2
  year: 2009
  ident: 224_CR213
  publication-title: Appl. Econ. Quart.
  doi: 10.3790/aeq.55.2.107
– volume: 13
  start-page: 11
  issue: 2
  year: 2019
  ident: 224_CR136
  publication-title: ACM Trans. Web (TWEB)
– ident: 224_CR218
– volume: 6
  start-page: 4
  issue: 1
  year: 2017
  ident: 224_CR307
  publication-title: EPJ Data Sci.
  doi: 10.1140/epjds/s13688-017-0100-1
– volume: 48
  start-page: 87
  issue: 11
  year: 2005
  ident: 224_CR212
  publication-title: Commun. ACM
  doi: 10.1145/1096000.1096010
– volume: 306
  start-page: 1776
  issue: 5702
  year: 2004
  ident: 224_CR279
  publication-title: Science
  doi: 10.1126/science.1103572
– volume: 60
  start-page: 509
  issue: 3
  year: 2007
  ident: 224_CR293
  publication-title: Ecol. Econ.
  doi: 10.1016/j.ecolecon.2005.12.005
– volume: 9
  start-page: e90315
  issue: 3
  year: 2014
  ident: 224_CR323
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0090315
– ident: 224_CR186
– volume: 108
  start-page: 185
  issue: 1
  year: 2012
  ident: 224_CR288
  publication-title: Soc. Indic. Res.
  doi: 10.1007/s11205-011-9874-x
– volume: 2
  start-page: 75
  issue: 1
  year: 2016
  ident: 224_CR85
  publication-title: Int. J. Data Sci. Anal.
  doi: 10.1007/s41060-016-0013-2
– volume: 5
  start-page: e1258
  issue: 8
  year: 2011
  ident: 224_CR205
  publication-title: PLoS Neglect. Trop. Dis.
  doi: 10.1371/journal.pntd.0001258
– volume: 9
  start-page: 153
  issue: 2
  year: 2017
  ident: 224_CR249
  publication-title: Remote Sens.
  doi: 10.3390/rs9020153
– volume: 3
  start-page: 14
  year: 2017
  ident: 224_CR159
  publication-title: Front. Appl. Math. Stat.
  doi: 10.3389/fams.2017.00014
– volume: 161
  start-page: 389
  issue: 4
  year: 2005
  ident: 224_CR107
  publication-title: Am. J. Epidemiol.
  doi: 10.1093/aje/kwi054
– ident: 224_CR246
– ident: 224_CR39
– ident: 224_CR131
  doi: 10.3386/w20010
– ident: 224_CR116
  doi: 10.1145/2441776.2441852
– volume: 59
  start-page: 1446
  issue: 10
  year: 2014
  ident: 224_CR160
  publication-title: Clin. Infect. Dis. Off. Publ. Infect. Dis. Soc. Am.
  doi: 10.1093/cid/ciu647
– volume: 24
  start-page: 349
  issue: 4
  year: 2003
  ident: 224_CR181
  publication-title: Johns Hopkins Univ. APL Tech. Dig.
– volume: 13
  start-page: e0193150
  issue: 2
  year: 2018
  ident: 224_CR94
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0193150
– volume: 41
  start-page: 532
  issue: 5
  year: 2011
  ident: 224_CR110
  publication-title: Am. J. Prev. Med.
  doi: 10.1016/j.amepre.2011.07.017
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Snippet Well-being is an important value for people’s lives, and it could be considered as an index of societal progress. Researchers have suggested two main...
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SubjectTerms A Social Mining and Big Data Ecosystem for Open
Artificial Intelligence
Business Information Systems
Computational Biology/Bioinformatics
Computer Science
Data Mining and Knowledge Discovery
Database Management
Responsible Data Science
Review
Title Measuring objective and subjective well-being: dimensions and data sources
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