What meta-analyses reveal about the replicability of psychological research

Can recent failures to replicate psychological research be explained by typical magnitudes of statistical power, bias or heterogeneity? A large survey of 12,065 estimated effect sizes from 200 meta-analyses and nearly 8,000 papers is used to assess these key dimensions of replicability. First, our s...

Full description

Saved in:
Bibliographic Details
Published inPsychological bulletin Vol. 144; no. 12; p. 1325
Main Authors Stanley, T D, Carter, Evan C, Doucouliagos, Hristos
Format Journal Article
LanguageEnglish
Published United States 01.12.2018
Online AccessGet more information

Cover

Loading…
Abstract Can recent failures to replicate psychological research be explained by typical magnitudes of statistical power, bias or heterogeneity? A large survey of 12,065 estimated effect sizes from 200 meta-analyses and nearly 8,000 papers is used to assess these key dimensions of replicability. First, our survey finds that psychological research is, on average, afflicted with low statistical power. The median of median power across these 200 areas of research is about 36%, and only about 8% of studies have adequate power (using Cohen's 80% convention). Second, the median proportion of the observed variation among reported effect sizes attributed to heterogeneity is 74% (I2). Heterogeneity of this magnitude makes it unlikely that the typical psychological study can be closely replicated when replication is defined as study-level null hypothesis significance testing. Third, the good news is that we find only a small amount of average residual reporting bias, allaying some of the often-expressed concerns about the reach of publication bias and questionable research practices. Nonetheless, the low power and high heterogeneity that our survey finds fully explain recent difficulties to replicate highly regarded psychological studies and reveal challenges for scientific progress in psychology. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
AbstractList Can recent failures to replicate psychological research be explained by typical magnitudes of statistical power, bias or heterogeneity? A large survey of 12,065 estimated effect sizes from 200 meta-analyses and nearly 8,000 papers is used to assess these key dimensions of replicability. First, our survey finds that psychological research is, on average, afflicted with low statistical power. The median of median power across these 200 areas of research is about 36%, and only about 8% of studies have adequate power (using Cohen's 80% convention). Second, the median proportion of the observed variation among reported effect sizes attributed to heterogeneity is 74% (I2). Heterogeneity of this magnitude makes it unlikely that the typical psychological study can be closely replicated when replication is defined as study-level null hypothesis significance testing. Third, the good news is that we find only a small amount of average residual reporting bias, allaying some of the often-expressed concerns about the reach of publication bias and questionable research practices. Nonetheless, the low power and high heterogeneity that our survey finds fully explain recent difficulties to replicate highly regarded psychological studies and reveal challenges for scientific progress in psychology. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
Author Carter, Evan C
Doucouliagos, Hristos
Stanley, T D
Author_xml – sequence: 1
  givenname: T D
  surname: Stanley
  fullname: Stanley, T D
  organization: Deakin Lab for the Meta-Analysis of Research (DeLMAR), School of Business, Deakin University
– sequence: 2
  givenname: Evan C
  surname: Carter
  fullname: Carter, Evan C
  organization: Human Research and Engineering Directorate, U.S. Army Research Laboratory, Aberdeen Proving Ground
– sequence: 3
  givenname: Hristos
  surname: Doucouliagos
  fullname: Doucouliagos, Hristos
  organization: Department of Economics, DeLMAR, and Alfred Deakin Institute for Citizenship and Globalisation, Deakin University
BackLink https://www.ncbi.nlm.nih.gov/pubmed/30321017$$D View this record in MEDLINE/PubMed
BookMark eNo1j81KxDAUhYMozo9ufADpC1STJjdpljL4hwNuFJfDTXNrK-m0NKnQt7egns2B74MDZ8NOj_2RGLsS_EZwaW7dFPgSoe0JWwsrbS4UwIptYvxauAEtz9lKclkILsyavXw0mLKOEuZ4xDBHitlI34QhQ9dPKUsNLWAIbYWuDW2as77OhjhXTR_6z4WGRUfCsWou2FmNIdLlX2_Z-8P92-4p378-Pu_u9jnKskg5gSxVXXpFZAXXXBswnhMI0qSNqT1JybUAKG3pHa-Be2cBFBIobRUvtuz6d3eYXEf-MIxth-N8-H9V_ABI-E3X
CitedBy_id crossref_primary_10_3389_fpsyg_2020_00947
crossref_primary_10_3390_brainsci11060814
crossref_primary_10_1177_2515245919884304
crossref_primary_10_1093_jeea_jvac053
crossref_primary_10_1146_annurev_psych_020821_094927
crossref_primary_10_1016_j_cognition_2023_105636
crossref_primary_10_1016_j_jbusres_2023_114189
crossref_primary_10_1073_pnas_2306281121
crossref_primary_10_3389_fnrgo_2021_643969
crossref_primary_10_1002_pld3_411
crossref_primary_10_1007_s13194_020_00317_6
crossref_primary_10_1080_00031305_2018_1505655
crossref_primary_10_1080_09297049_2023_2172150
crossref_primary_10_1002_jrsm_1704
crossref_primary_10_1038_s41562_021_01143_3
crossref_primary_10_1073_pnas_2120377119
crossref_primary_10_1111_bjir_12746
crossref_primary_10_1111_gcb_15972
crossref_primary_10_15626_MP_2023_3987
crossref_primary_10_2139_ssrn_3140006
crossref_primary_10_2139_ssrn_3480708
crossref_primary_10_1177_0886260521997945
crossref_primary_10_3389_fpsyg_2023_1253452
crossref_primary_10_1098_rsos_211028
crossref_primary_10_2139_ssrn_4706575
crossref_primary_10_1177_1745691619895036
crossref_primary_10_1111_joes_12598
crossref_primary_10_1177_2515245919858428
crossref_primary_10_1016_j_appet_2023_106586
crossref_primary_10_3389_fnhum_2022_933718
crossref_primary_10_1002_ejsp_3056
crossref_primary_10_3758_s13428_021_01644_z
crossref_primary_10_1007_s13164_021_00531_y
crossref_primary_10_1177_17470218211056772
crossref_primary_10_3389_fpsyg_2021_614236
crossref_primary_10_1080_02640414_2023_2269357
crossref_primary_10_3390_languages7040293
crossref_primary_10_1027_2151_2604_a000431
crossref_primary_10_1177_25152459221120427
crossref_primary_10_1371_journal_pone_0290084
crossref_primary_10_1080_1750984X_2021_1946835
crossref_primary_10_1002_aepp_13323
crossref_primary_10_1111_joes_12580
crossref_primary_10_1002_ejsp_2858
crossref_primary_10_1073_pnas_2202657119
crossref_primary_10_1016_j_ijpsycho_2021_01_018
crossref_primary_10_1016_j_jcrimjus_2021_101878
crossref_primary_10_1016_j_psfr_2020_09_001
crossref_primary_10_1002_jrsm_1332
crossref_primary_10_1080_1359432X_2023_2206571
crossref_primary_10_1016_j_cobeha_2020_09_005
crossref_primary_10_3390_jintelligence8040036
crossref_primary_10_1017_S0140525X18000882
crossref_primary_10_1080_00031305_2019_1678521
crossref_primary_10_1016_j_jclinepi_2019_06_014
crossref_primary_10_1016_j_jenvp_2022_101809
crossref_primary_10_3389_fpsyg_2022_974683
crossref_primary_10_1007_s11336_024_09980_7
crossref_primary_10_1016_j_ssci_2019_104564
crossref_primary_10_1098_rsos_220946
crossref_primary_10_3758_s13428_022_01817_4
crossref_primary_10_3389_fpsyg_2019_01970
crossref_primary_10_1002_ejsp_2748
crossref_primary_10_1177_1089268019880891
crossref_primary_10_1371_journal_pone_0236079
crossref_primary_10_1093_psyrad_kkad010
crossref_primary_10_2147_NSS_S286701
crossref_primary_10_1123_jpah_2021_0243
crossref_primary_10_1016_j_jpubeco_2021_104482
crossref_primary_10_1111_jomf_12693
crossref_primary_10_1080_1047840X_2023_2274429
crossref_primary_10_1080_21642850_2021_2012474
crossref_primary_10_1080_00273171_2021_1997701
crossref_primary_10_1214_23_AOAS1806
crossref_primary_10_1016_j_jml_2019_104047
crossref_primary_10_1186_s41235_021_00285_2
crossref_primary_10_1177_00332941241238208
crossref_primary_10_3758_s13428_020_01365_9
crossref_primary_10_1007_s10648_023_09716_6
crossref_primary_10_1016_j_jocrd_2023_100805
crossref_primary_10_1002_jrsm_1512
crossref_primary_10_36850_mr4
crossref_primary_10_3389_fpsyg_2019_02474
crossref_primary_10_1017_S2045796021000664
crossref_primary_10_1177_21677026211049366
crossref_primary_10_1016_j_shpsc_2019_101177
crossref_primary_10_1080_14459795_2019_1672769
crossref_primary_10_1016_j_paid_2019_109765
crossref_primary_10_1590_1983_3652_2023_46636
crossref_primary_10_3389_fpsyg_2019_00337
crossref_primary_10_1371_journal_pbio_3002423
crossref_primary_10_2139_ssrn_4132196
crossref_primary_10_5334_joc_72
crossref_primary_10_1016_j_jesp_2020_104060
crossref_primary_10_1038_s41559_023_02144_3
crossref_primary_10_1177_1745691619850561
crossref_primary_10_54359_ps_v13i70_202
crossref_primary_10_1007_s11229_022_03685_z
crossref_primary_10_1016_j_ejpoleco_2021_102056
crossref_primary_10_1111_obr_13141
crossref_primary_10_1177_10892680211015635
crossref_primary_10_1027_2151_2604_a000515
crossref_primary_10_1016_j_newideapsych_2023_101014
crossref_primary_10_1186_s12915_022_01485_y
crossref_primary_10_1002_icd_2348
crossref_primary_10_1017_S1366728920000747
crossref_primary_10_1186_s41235_024_00540_2
crossref_primary_10_1002_acp_3771
crossref_primary_10_1007_s10899_022_10118_6
crossref_primary_10_1177_19485506211061017
crossref_primary_10_1080_1750984X_2021_1966824
crossref_primary_10_1007_s10964_020_01294_y
crossref_primary_10_1080_2372966X_2024_2346781
crossref_primary_10_1016_j_fufo_2021_100111
crossref_primary_10_5093_ejpalc2021a7
crossref_primary_10_1007_s11229_019_02433_0
crossref_primary_10_1038_s41562_023_01555_3
crossref_primary_10_1186_s40359_021_00548_z
crossref_primary_10_1007_s10940_020_09459_5
crossref_primary_10_1177_0963721420904967
crossref_primary_10_3389_fnhum_2022_1009219
crossref_primary_10_1080_16066359_2020_1751130
crossref_primary_10_1007_s11266_022_00499_y
crossref_primary_10_1027_1015_5759_a000705
crossref_primary_10_1027_1618_3169_a000517
crossref_primary_10_1177_02655322211018139
crossref_primary_10_1093_jcr_ucad062
crossref_primary_10_1017_S1368980024000697
crossref_primary_10_1080_03080188_2023_2234216
crossref_primary_10_1177_2515245920902370
crossref_primary_10_1371_journal_pone_0262809
crossref_primary_10_1002_jrsm_1529
crossref_primary_10_3389_fpsyg_2020_580111
crossref_primary_10_1027_2151_2604_a000386
crossref_primary_10_1177_25152459221109259
crossref_primary_10_17759_sps_2021120402
crossref_primary_10_1177_2515245919847196
crossref_primary_10_1136_bmjopen_2019_036349
crossref_primary_10_1002_jrsm_1424
crossref_primary_10_1177_2515245918815849
crossref_primary_10_1016_j_rmal_2023_100059
crossref_primary_10_1016_j_jsp_2024_101294
crossref_primary_10_1177_02654075221114029
crossref_primary_10_7554_eLife_58237
crossref_primary_10_1002_jrsm_1703
crossref_primary_10_1080_1750984X_2021_1977974
crossref_primary_10_1016_j_emj_2021_01_002
crossref_primary_10_1038_s41562_019_0787_z
crossref_primary_10_1177_17456916221079611
crossref_primary_10_1177_17456916221091830
crossref_primary_10_3389_fpsyg_2022_967318
crossref_primary_10_1007_s40881_020_00084_3
crossref_primary_10_20982_tqmp_17_1_p024
crossref_primary_10_1080_14616734_2021_1918453
crossref_primary_10_1111_jasp_12913
crossref_primary_10_1177_1088868319887599
crossref_primary_10_1177_17456916221141357
crossref_primary_10_1177_1745691620964193
crossref_primary_10_1007_s10869_023_09890_y
crossref_primary_10_1098_rsos_210544
crossref_primary_10_3758_s13423_019_01677_8
ContentType Journal Article
DBID NPM
DOI 10.1037/bul0000169
DatabaseName PubMed
DatabaseTitle PubMed
DatabaseTitleList PubMed
Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod no_fulltext_linktorsrc
Discipline Psychology
EISSN 1939-1455
ExternalDocumentID 30321017
Genre Journal Article
GroupedDBID ---
--Z
-DZ
-ET
-~X
.-4
.GJ
07C
0R~
123
186
29P
354
3EH
3O-
53G
5RE
5VS
6TJ
6TS
7RZ
85S
9M8
AAAHA
AABCJ
AAIKC
AAMNW
AAYOK
ABCQX
ABIVO
ABNCP
ABPPZ
ABTAH
ACGFO
ACHQT
ACNCT
ACPQG
ACTDY
ADMHC
ADMHG
AEHFB
AENEX
AFFNX
AGNAY
AIDAL
AJUXI
ALEEW
ALMA_UNASSIGNED_HOLDINGS
ASUFR
AWKKM
AZXWR
B-7
BKOMP
CGNQK
CS3
DU5
EPA
F20
F5P
FTD
HVGLF
HZ~
H~9
ISO
L7B
LPU
LW5
MS~
MVM
NHB
NPM
O9-
OHT
OPA
OVD
P-O
P2P
PQQKQ
ROL
RXW
SES
SPA
TAE
TEORI
TN5
TWZ
U5U
UAO
UBC
UHB
UHS
ULE
URZ
VQA
WH7
XIH
XJT
XKC
XOL
XZL
YHZ
YNT
YXB
YYP
YYQ
YZZ
ZCA
ZCG
ZGI
ZHY
ZKG
ZPI
ZY4
ID FETCH-LOGICAL-a382t-e5384f8d4ee910606757d0e51e6e677fde3306155898db0f50db9554ae5469402
IngestDate Wed Oct 16 00:50:16 EDT 2024
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-a382t-e5384f8d4ee910606757d0e51e6e677fde3306155898db0f50db9554ae5469402
PMID 30321017
ParticipantIDs pubmed_primary_30321017
PublicationCentury 2000
PublicationDate 2018-12-00
PublicationDateYYYYMMDD 2018-12-01
PublicationDate_xml – month: 12
  year: 2018
  text: 2018-12-00
PublicationDecade 2010
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle Psychological bulletin
PublicationTitleAlternate Psychol Bull
PublicationYear 2018
SSID ssj0007563
Score 2.6805305
Snippet Can recent failures to replicate psychological research be explained by typical magnitudes of statistical power, bias or heterogeneity? A large survey of...
SourceID pubmed
SourceType Index Database
StartPage 1325
Title What meta-analyses reveal about the replicability of psychological research
URI https://www.ncbi.nlm.nih.gov/pubmed/30321017
Volume 144
hasFullText
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnZ07T8MwEMctChLqgni_kQfWQJrErxFVoApEp1bqVtmNAwtth4JUPj13dp5VEY8liuK0SvJLzmf77n-EXBuecpaGKhBKhLjMqAMNbm6Asw1ZLHVoFOYOP_d5b5g8jtioCmt22SULczP5XJtX8h-qcAy4YpbsH8iWfwoHYB_4whYIw_ZXjFF3G2tAw507bRGLawAfKBXs441d-KB1K9QuBnZZxjeXJi8X-3mtO6lNo2jqAt153eF8ontQxQt3XWyos6yYEVWrgPw-waLr-sXH8_WclkFjsqEja4Eb1htIFasAxc0bFtRLOBavSlQziDDYZWsttc_1h1tw6wu-XEsN2fzNMYMONkKj8XPrimp20dQiLSGxpEcfZ3HyHlowHhdStbG4rS6iTbaLH64MM5y7MdglO_k4gd556Htkw073SbskszwgT0ifNuhTT586-hTo0wZ9Ostogz4t6B-S4cP9oNsL8tIYgY5ltAgs9FNJJtPEWvD3OA77RBpa1rHcciGy1MYxOqtMKpmaMGNhahR4jtqyhKskjI7I5nQ2tSeEdsBN0naSSTgtSViijHMyOTdGWM3iU3LsH8R47vVPxsUjOvu25Zy0q7fngmxl8MHZS_DeFubKofgCzf1GKQ
link.rule.ids 780
linkProvider National Library of Medicine
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=What+meta-analyses+reveal+about+the+replicability+of+psychological+research&rft.jtitle=Psychological+bulletin&rft.au=Stanley%2C+T+D&rft.au=Carter%2C+Evan+C&rft.au=Doucouliagos%2C+Hristos&rft.date=2018-12-01&rft.eissn=1939-1455&rft.volume=144&rft.issue=12&rft.spage=1325&rft_id=info:doi/10.1037%2Fbul0000169&rft_id=info%3Apmid%2F30321017&rft_id=info%3Apmid%2F30321017&rft.externalDocID=30321017