When cognitive fit outweighs cognitive load: Redundant data labels in charts increase accuracy and speed of information extraction
Organizations are increasingly flooded with large amounts of data on which they base their business decisions. It is thus crucial to visualize relevant data efficiently so that employees are able to extract relevant information most accurately and quickly. However, at present, information visualizat...
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| Published in | Computers in human behavior Vol. 86; pp. 367 - 376 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elmsford
Elsevier Ltd
01.09.2018
Elsevier Science Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0747-5632 1873-7692 |
| DOI | 10.1016/j.chb.2018.04.037 |
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| Abstract | Organizations are increasingly flooded with large amounts of data on which they base their business decisions. It is thus crucial to visualize relevant data efficiently so that employees are able to extract relevant information most accurately and quickly. However, at present, information visualization research lacks a coherent and evidence based theoretical framework providing clear guidelines on how to design efficient visualizations. When it comes to the use of redundant elements in charts like commonly used data labels, cognitive fit theory and cognitive load theory make different predictions. Whereas the latter assumes that redundant labels generally reduce visualizations’ efficiency due to increased cognitive load, cognitive fit theory predicts increased efficiency for some task types that shall be solved by means of the visualization.
In the online experiment presented in this paper, we investigated the effect of data labels in line and bar charts on users’ accuracy and speed in solving chart-related business tasks dependent on different task types. Our results reveal that users perceive charts with redundant labels as significantly more efficient and answer related questions significantly more accurate and faster, which we explain by the help of cognitive fit theory. We provide valuable insights into cognitive processing of charts and encourage graph designers to consider redundant elements as a possible means to increase efficiency under particular circumstances.
•Redundant data labels increase subjects' performance in information extraction.•Performance gain is found for different task types (spatial and symbolic).•Subjects consider charts with redundant labels as more efficient.•Positive effect of cognitive fit outweighs expected increase in cognitive load.•Visualization designers should consider redundant elements as possibly beneficial. |
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| AbstractList | Organizations are increasingly flooded with large amounts of data on which they base their business decisions. It is thus crucial to visualize relevant data efficiently so that employees are able to extract relevant information most accurately and quickly. However, at present, information visualization research lacks a coherent and evidence based theoretical framework providing clear guidelines on how to design efficient visualizations. When it comes to the use of redundant elements in charts like commonly used data labels, cognitive fit theory and cognitive load theory make different predictions. Whereas the latter assumes that redundant labels generally reduce visualizations’ efficiency due to increased cognitive load, cognitive fit theory predicts increased efficiency for some task types that shall be solved by means of the visualization. In the online experiment presented in this paper, we investigated the effect of data labels in line and bar charts on users’ accuracy and speed in solving chart-related business tasks dependent on different task types. Our results reveal that users perceive charts with redundant labels as significantly more efficient and answer related questions significantly more accurate and faster, which we explain by the help of cognitive fit theory. We provide valuable insights into cognitive processing of charts and encourage graph designers to consider redundant elements as a possible means to increase efficiency under particular circumstances. Organizations are increasingly flooded with large amounts of data on which they base their business decisions. It is thus crucial to visualize relevant data efficiently so that employees are able to extract relevant information most accurately and quickly. However, at present, information visualization research lacks a coherent and evidence based theoretical framework providing clear guidelines on how to design efficient visualizations. When it comes to the use of redundant elements in charts like commonly used data labels, cognitive fit theory and cognitive load theory make different predictions. Whereas the latter assumes that redundant labels generally reduce visualizations’ efficiency due to increased cognitive load, cognitive fit theory predicts increased efficiency for some task types that shall be solved by means of the visualization. In the online experiment presented in this paper, we investigated the effect of data labels in line and bar charts on users’ accuracy and speed in solving chart-related business tasks dependent on different task types. Our results reveal that users perceive charts with redundant labels as significantly more efficient and answer related questions significantly more accurate and faster, which we explain by the help of cognitive fit theory. We provide valuable insights into cognitive processing of charts and encourage graph designers to consider redundant elements as a possible means to increase efficiency under particular circumstances. •Redundant data labels increase subjects' performance in information extraction.•Performance gain is found for different task types (spatial and symbolic).•Subjects consider charts with redundant labels as more efficient.•Positive effect of cognitive fit outweighs expected increase in cognitive load.•Visualization designers should consider redundant elements as possibly beneficial. |
| Author | Riekert, Matthias Utz, Sonja Kopp, Tobias |
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| Cites_doi | 10.1016/j.envsoft.2010.12.006 10.1509/jmkg.71.1.160 10.1177/1541931214581316 10.1111/j.1540-5915.1991.tb00344.x 10.1177/001872089403600405 10.2307/249115 10.1006/ceps.1997.0951 10.1080/00045600903362378 10.2308/jis.1999.13.2.117 10.1023/A:1022193728205 10.1287/isre.2.1.63 10.1016/j.dss.2011.08.008 10.1177/001872089203400306 10.1518/001872095779049408 10.1007/s10648-005-3951-0 10.1109/TVCG.2013.234 10.1016/0361-3682(89)90014-7 10.3390/jintelligence4040014 10.1142/S0219467815400057 10.1111/j.1551-6708.1987.tb00863.x 10.1146/annurev.publhealth.24.100901.141005 10.1109/MCG.2006.70 10.1177/0018720812452592 10.1016/S0169-8141(02)00074-4 10.16910/jemr.9.4.4 10.1109/69.553159 10.1038/nrn1201 10.2307/248881 10.1109/TVCG.2011.175 10.1016/j.dss.2017.03.003 10.1177/106480469500300403 10.1145/1229863.1229885 10.1080/01972240490507974 10.1037/0033-295X.95.1.15 10.1002/acp.2350070407 10.1023/A:1013180410169 10.1016/0010-0285(73)90032-7 10.3138/carto.44.3.171 10.2308/jis.2010.24.2.79 10.1207/s1532690xci0804_2 10.1016/S0268-4012(99)00051-1 10.1007/978-3-642-19641-6_4 10.1016/j.dss.2006.01.006 10.1111/j.1539-6924.2010.01435.x 10.1037/h0043158 10.2308/jis.2010.24.2.1 10.1109/TVCG.2011.279 10.1080/03057267.2011.605307 10.1109/MCG.2013.24 10.1177/001872089003200105 10.1080/01621459.1987.10478448 |
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| Keywords | Cognitive fit theory Information visualization Data labels Redundancy Cognitive load theory Cognitive processing |
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| References | Benbasat, Dexter (bib6) 1986; 10 Hegarty, Smallman, Stull, Canham (bib30) 2009; 44 Few (bib24) 2009 Hullman, Adar, Shah (bib36) 2011; 17 R Core Team (bib62) 2014 Treisman, Gormican (bib74) 1988; 95 Smerecnik, Mesters, Kessels, Ruiter, de Vries, De Vries (bib67) 2010; 30 Vessey, Galletta (bib77) 1991; 2 Kalyuga, Chandler, Sweller (bib41) 2011; 25 North (bib59) 2006; 26 Gillan, Richman (bib26) 1994; 36 Paivio, Csapo (bib60) 1973; 5 Edmunds, Morris (bib19) 2000; 20 Ware (bib79) 2004 Kelleher, Wagener (bib43) 2011; 26 Hundhausen (bib37) 2014 Norman (bib58) 2007; 14 Schwabish (bib63) 2014; 28 Forsell, Johansson (bib25) 2010; Vol. 10 Strobel, Sass, Lindner, Köller (bib69) 2016; 9 Lam, Bertini, Isenberg, Plaisant, Carpendale (bib47) 2012; 18 Engelbrecht, Botha, Alberts (bib20) 2015; 15 Sweller, van Merrienboer, Paas (bib70) 1998; 10 Chen, Chiang, Storey (bib15) 2012; 36 van Merrienboer, Sweller (bib55) 2005; 17 Spence (bib68) 2014 Vessey (bib76) 1991 Marghescu (bib53) 2007 Huang, Chen, Guo, Xu, Wu, Chen (bib33) 2006; 42 Chandler, Sweller (bib13) 1991; 8 Wickens, Carswell (bib80) 1995; 37 Miller (bib56) 1956; 63 Toker, Conati, Carenini, Haraty (bib72) 2012 Tan, Benbasat (bib71) 1990; 1 Carswell, Emery, Lonon (bib11) 1993; 7 Eppler, Mengis (bib21) 2004; 20 Tufte (bib75) 2001 Bateman, Mandryk, Gutwin, Genest, McDine, Brooks (bib5) 2010 Cawthon, Moere (bib12) 2007 Bertin (bib7) 1981 Kelton, Pennington, Tuttle (bib44) 2010; 24 Chen (bib14) 2006 Li, Moacdieh (bib50) 2014; 58 Baddeley (bib4) 2003; 4 Borkin, Vo, Bylinskii, Isoa, Sunkavalli, Oliva (bib9) 2013; 19 Inbar, Tractinsky, Meyer (bib38) 2007 Lurie, Mason (bib51) 2007; 71 Kosara, Mackinlay (bib45) 2013 Yeung, Jin, Sweller (bib81) 1998; 23 Lawrence (bib49) 2015 Card, Mackinlay, Shneiderman (bib10) 1999 Ward, Grinstein, Keim (bib78) 2010 Ali, Peebles (bib1) 2013; 55 Blasio, Bisantz (bib8) 2002; 30 Plaisant (bib61) 2004 Hibbard, Peters (bib31) 2003; 24 Isenberg, Isenberg, Hesselmann, Lee, von Zadow, Tang (bib39) 2013; 33 McGurgan (bib54) 2015 Green, Fisher (bib28) 2011 Shen, Carswell, Santhanam, Bailey (bib65) 2012; 52 Morana, Schacht, Scherp, Maedche (bib57) 2017; 97 Davis (bib16) 1989; 14 Haider, Frensch (bib29) 1999; 25 Hollands, Spence (bib32) 1992; 34 Jarvenpaa, Dickson, DeSanctis (bib40) 1985; 9 Falschlunger, Lehner, Treiblmaier (bib23) 2016 Keim, Kriegel (bib42) 1996; 8 Andre, Wickens (bib3) 1995 Glazer (bib27) 2011; 47 Kyllonen, Zu (bib46) 2016; 4 Larkin, Simon (bib48) 1987; 99 Simkin, Hastie (bib66) 1987; 82 Andre, Wickens (bib2) 1990; 32 Dilla, Janvrin, Raschke (bib17) 2010; 24 Treisman (bib73) 1982; 8 Fabrikant, Hespanha, Hegarty (bib22) 2010; 100 Huang, Eades (bib34) 2014 Marghescu (bib52) 2007 Dull, Tegarden (bib18) 1999; 13 Hullman (bib35) 2013, April Shah, Hoeffner (bib64) 2002; 14 Huang (10.1016/j.chb.2018.04.037_bib34) 2014 Glazer (10.1016/j.chb.2018.04.037_bib27) 2011; 47 Kyllonen (10.1016/j.chb.2018.04.037_bib46) 2016; 4 Haider (10.1016/j.chb.2018.04.037_bib29) 1999; 25 Morana (10.1016/j.chb.2018.04.037_bib57) 2017; 97 Paivio (10.1016/j.chb.2018.04.037_bib60) 1973; 5 Smerecnik (10.1016/j.chb.2018.04.037_bib67) 2010; 30 Hundhausen (10.1016/j.chb.2018.04.037_bib37) 2014 Yeung (10.1016/j.chb.2018.04.037_bib81) 1998; 23 Kelton (10.1016/j.chb.2018.04.037_bib44) 2010; 24 Treisman (10.1016/j.chb.2018.04.037_bib74) 1988; 95 Benbasat (10.1016/j.chb.2018.04.037_bib6) 1986; 10 R Core Team (10.1016/j.chb.2018.04.037_bib62) 2014 Fabrikant (10.1016/j.chb.2018.04.037_bib22) 2010; 100 Strobel (10.1016/j.chb.2018.04.037_bib69) 2016; 9 Ward (10.1016/j.chb.2018.04.037_bib78) 2010 Kalyuga (10.1016/j.chb.2018.04.037_bib41) 2011; 25 Forsell (10.1016/j.chb.2018.04.037_bib25) 2010; Vol. 10 Edmunds (10.1016/j.chb.2018.04.037_bib19) 2000; 20 Engelbrecht (10.1016/j.chb.2018.04.037_bib20) 2015; 15 Kosara (10.1016/j.chb.2018.04.037_bib45) 2013 Lawrence (10.1016/j.chb.2018.04.037_bib49) 2015 Shen (10.1016/j.chb.2018.04.037_bib65) 2012; 52 Isenberg (10.1016/j.chb.2018.04.037_bib39) 2013; 33 Hibbard (10.1016/j.chb.2018.04.037_bib31) 2003; 24 Hullman (10.1016/j.chb.2018.04.037_bib36) 2011; 17 Andre (10.1016/j.chb.2018.04.037_bib2) 1990; 32 Marghescu (10.1016/j.chb.2018.04.037_bib53) 2007 Card (10.1016/j.chb.2018.04.037_bib10) 1999 Dilla (10.1016/j.chb.2018.04.037_bib17) 2010; 24 Baddeley (10.1016/j.chb.2018.04.037_bib4) 2003; 4 Miller (10.1016/j.chb.2018.04.037_bib56) 1956; 63 Lurie (10.1016/j.chb.2018.04.037_bib51) 2007; 71 Carswell (10.1016/j.chb.2018.04.037_bib11) 1993; 7 Simkin (10.1016/j.chb.2018.04.037_bib66) 1987; 82 Spence (10.1016/j.chb.2018.04.037_bib68) 2014 Ware (10.1016/j.chb.2018.04.037_bib79) 2004 Kelleher (10.1016/j.chb.2018.04.037_bib43) 2011; 26 Andre (10.1016/j.chb.2018.04.037_bib3) 1995 Green (10.1016/j.chb.2018.04.037_bib28) 2011 Jarvenpaa (10.1016/j.chb.2018.04.037_bib40) 1985; 9 Cawthon (10.1016/j.chb.2018.04.037_bib12) 2007 Ali (10.1016/j.chb.2018.04.037_bib1) 2013; 55 Marghescu (10.1016/j.chb.2018.04.037_bib52) 2007 Hollands (10.1016/j.chb.2018.04.037_bib32) 1992; 34 Keim (10.1016/j.chb.2018.04.037_bib42) 1996; 8 Bateman (10.1016/j.chb.2018.04.037_bib5) 2010 Bertin (10.1016/j.chb.2018.04.037_bib7) 1981 Toker (10.1016/j.chb.2018.04.037_bib72) 2012 Chandler (10.1016/j.chb.2018.04.037_bib13) 1991; 8 Tan (10.1016/j.chb.2018.04.037_bib71) 1990; 1 Huang (10.1016/j.chb.2018.04.037_bib33) 2006; 42 van Merrienboer (10.1016/j.chb.2018.04.037_bib55) 2005; 17 Falschlunger (10.1016/j.chb.2018.04.037_bib23) 2016 Chen (10.1016/j.chb.2018.04.037_bib14) 2006 Larkin (10.1016/j.chb.2018.04.037_bib48) 1987; 99 Gillan (10.1016/j.chb.2018.04.037_bib26) 1994; 36 Hullman (10.1016/j.chb.2018.04.037_bib35) 2013 Inbar (10.1016/j.chb.2018.04.037_bib38) 2007 Eppler (10.1016/j.chb.2018.04.037_bib21) 2004; 20 Sweller (10.1016/j.chb.2018.04.037_bib70) 1998; 10 Wickens (10.1016/j.chb.2018.04.037_bib80) 1995; 37 McGurgan (10.1016/j.chb.2018.04.037_bib54) 2015 Plaisant (10.1016/j.chb.2018.04.037_bib61) 2004 Dull (10.1016/j.chb.2018.04.037_bib18) 1999; 13 North (10.1016/j.chb.2018.04.037_bib59) 2006; 26 Treisman (10.1016/j.chb.2018.04.037_bib73) 1982; 8 Few (10.1016/j.chb.2018.04.037_bib24) 2009 Davis (10.1016/j.chb.2018.04.037_bib16) 1989; 14 Shah (10.1016/j.chb.2018.04.037_bib64) 2002; 14 Hegarty (10.1016/j.chb.2018.04.037_bib30) 2009; 44 Lam (10.1016/j.chb.2018.04.037_bib47) 2012; 18 Norman (10.1016/j.chb.2018.04.037_bib58) 2007; 14 Tufte (10.1016/j.chb.2018.04.037_bib75) 2001 Blasio (10.1016/j.chb.2018.04.037_bib8) 2002; 30 Li (10.1016/j.chb.2018.04.037_bib50) 2014; 58 Schwabish (10.1016/j.chb.2018.04.037_bib63) 2014; 28 Chen (10.1016/j.chb.2018.04.037_bib15) 2012; 36 Borkin (10.1016/j.chb.2018.04.037_bib9) 2013; 19 Vessey (10.1016/j.chb.2018.04.037_bib76) 1991 Vessey (10.1016/j.chb.2018.04.037_bib77) 1991; 2 |
| References_xml | – volume: 32 start-page: 61 year: 1990 end-page: 77 ident: bib2 article-title: Proximity compatibility and information display: The effects of space and color on the analysis of aircraft stall conditions publication-title: Human Factors – start-page: 10 year: 1995 end-page: 14 ident: bib3 article-title: When users want what's not best for them publication-title: Ergonomics in Design – start-page: 2573 year: 2010 end-page: 2582 ident: bib5 article-title: Useful junk? The effects of visual embellishment on comprehension and memorability of charts publication-title: Human Factors – volume: 1 start-page: 416 year: 1990 end-page: 439 ident: bib71 article-title: Processing of graphical information: A decomposition taxonomy to match data extraction tasks and graphical representations publication-title: Information Systems Research – start-page: 219 year: 1991 end-page: 240 ident: bib76 article-title: Cognitive fit: A theory-based analysis of the graph versus tables literature publication-title: Decision Sciences – volume: 10 start-page: 251 year: 1998 end-page: 296 ident: bib70 article-title: Cognitive architecture and instructional design publication-title: Educational Psychology Review – year: 2013, April ident: bib35 article-title: How prior knowledge affects the processing of visualized data – year: 2014 ident: bib68 article-title: Information visualization: An introduction. Information Visualization: An introduction, third edition – volume: 36 start-page: 1165 year: 2012 end-page: 1188 ident: bib15 publication-title: Business intelligence and analytics: From big data to big impact. – volume: 14 start-page: 47 year: 2002 end-page: 69 ident: bib64 article-title: Review of graph comprehension research: Implications for instruction publication-title: Educational Psychology Review – volume: 95 start-page: 15 year: 1988 end-page: 48 ident: bib74 article-title: Feature analysis in early vision: Evidence from search asymmetries publication-title: Psychological Review – volume: 8 start-page: 293 year: 1991 end-page: 332 ident: bib13 article-title: Cognitive load theory and the format of instruction publication-title: Cognition and Instruction – volume: 15 year: 2015 ident: bib20 article-title: Designing the visualization of information publication-title: International Journal of Image and Graphics – start-page: 185 year: 2007 ident: bib38 article-title: Minimalism in information visualization publication-title: Proceedings of the 14th European conference on cognitive ergonomics – volume: 82 start-page: 454 year: 1987 end-page: 465 ident: bib66 article-title: An information-processing analysis of graph perception publication-title: Journal of the American Statistical Association – volume: 9 start-page: 1 year: 2016 end-page: 15 ident: bib69 article-title: Do graph readers prefer the graph type most suited to a given task? Insights from eye tracking publication-title: Journal of Eye Movement Research – volume: 100 start-page: 13 year: 2010 end-page: 29 ident: bib22 article-title: Cognitively inspired and perceptually salient graphic displays for efficient spatial inference making publication-title: Annals of the Association of American Geographers – year: 2015 ident: bib49 article-title: ez: Easy analysis and visualization of factorial experiments – volume: 5 start-page: 176 year: 1973 end-page: 206 ident: bib60 article-title: Picture superiority in free recall: Imagery or dual coding? publication-title: Cognitive Psychology – year: 2004 ident: bib61 article-title: The challenge of information visualization evaluation publication-title: IEEE proceedings of AVI – year: 1999 ident: bib10 article-title: Information visualization. Readings in information Visualization: Using vision to think – volume: 10 start-page: 59 year: 1986 end-page: 83 ident: bib6 article-title: An investigation of the effectiveness of color and graphical information presentation under varying time constraints publication-title: MIS Quarterly – year: 2015 ident: bib54 article-title: Data-ink ratio and task complexity in graph comprehension publication-title: Retrieved from rochester institute of technology website – start-page: 115 year: 2014 end-page: 146 ident: bib37 article-title: Evaluating visualization environments: Cognitive, social, and cultural perspectives publication-title: Handbook of human centric visualization – volume: 28 year: 2014 ident: bib63 article-title: An economist's guide to visualizing data publication-title: The Journal of Economic Perspectives – volume: 2 year: 1991 ident: bib77 article-title: Cognitive fit: An empirical study of information acquisition publication-title: Information Systems Research – volume: 9 start-page: 141 year: 1985 end-page: 156 ident: bib40 article-title: Methodological issues in experimental is research: Experiences and recommendations publication-title: MIS Quarterly – year: 2007 ident: bib52 article-title: Multidimensional data visualization techniques for exploring financial performance data publication-title: Proceedings of the 13th Americas' conference on information systems (AMCIS 2007), Keystone, Colorado, USA, August 2007 – year: 2014 ident: bib34 article-title: Handbook of human centric visualization – volume: 17 start-page: 147 year: 2005 end-page: 177 ident: bib55 article-title: Cognitive load theory and complex learning: Recent developments and future directions publication-title: Educational Psychology Review – year: 2009 ident: bib24 article-title: Sometimes we must raise our voices – volume: 4 start-page: 829 year: 2003 end-page: 839 ident: bib4 article-title: Working memory: Looking back and looking forward publication-title: Nature Reviews Neuroscience – volume: 26 start-page: 6 year: 2006 end-page: 9 ident: bib59 article-title: Toward measuring visualization insight publication-title: IEEE Computer Graphics and Applications – volume: 24 start-page: 79 year: 2010 end-page: 105 ident: bib44 article-title: The effects of information presentation format on judgment and decision making: A review of the information systems research publication-title: Journal of Information Systems – year: 2006 ident: bib14 article-title: Information visualization: Beyond the horizon – volume: 14 start-page: 40 year: 2007 ident: bib58 article-title: Simplicity is highly overrated publication-title: Interactions – volume: Vol. 10 start-page: 199 year: 2010 end-page: 206 ident: bib25 article-title: An heuristic set for evaluation in information visualization publication-title: Proceedings of the international conference on advanced visual interfaces – volume: 44 start-page: 171 year: 2009 end-page: 186 ident: bib30 article-title: Naïve cartography: How intuitions about display configuration can hurt performance publication-title: Cartographica: The International Journal for Geographic Information and Geovisualization – volume: 13 start-page: 117 year: 1999 end-page: 131 ident: bib18 article-title: A comparison of three visual representations of complex multidimensional accounting information publication-title: Journal of Information Systems – volume: 30 start-page: 1387 year: 2010 end-page: 1398 ident: bib67 article-title: Understanding the positive effects of graphical risk information on comprehension: Measuring attention directed to written, tabular, and graphical risk information publication-title: Risk Analysis – volume: 25 start-page: 351 year: 2011 end-page: 371 ident: bib41 article-title: Managing split-attention and redundancy in multimedia instruction publication-title: Applied Cognitive Psychology – volume: 8 start-page: 194 year: 1982 end-page: 214 ident: bib73 article-title: Perceptual grouping and attention in visual search for features and for objects publication-title: Journal of Experimental Psychology: Human Perception and Performance – volume: 63 start-page: 81 year: 1956 end-page: 97 ident: bib56 article-title: The magical number seven, plus or minus two: Some limits on our capacity for processing information publication-title: Psychological Review – year: 2010 ident: bib78 article-title: Interactive data visualization: Foundations, techniques, and applications – year: 2014 ident: bib62 article-title: R: A language and environment for statistical computing – start-page: 274 year: 2012 end-page: 285 ident: bib72 article-title: Towards adaptive information visualization: On the influence of user characteristics publication-title: Proceeding UMAP'12 proceedings of the 20th international conference on user modeling, Adaptation, and personalization – year: 2004 ident: bib79 article-title: Information visualization: Perception for design – volume: 52 start-page: 318 year: 2012 end-page: 330 ident: bib65 article-title: Emergency management information systems: Could decision makers be supported in choosing display formats? publication-title: Decision Support Systems – volume: 36 start-page: 619 year: 1994 end-page: 644 ident: bib26 article-title: Minimalism and the syntax of graphs publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society – year: 1981 ident: bib7 article-title: Graphics and graphics information processing – year: 2001 ident: bib75 article-title: The visual display of quantitative information – volume: 26 start-page: 822 year: 2011 end-page: 827 ident: bib43 article-title: Ten guidelines for effective data visualization in scientific publications publication-title: Environmental Modelling & Software – volume: 20 start-page: 17 year: 2000 end-page: 28 ident: bib19 article-title: The problem of information overload in business organisations: A review of the literature publication-title: International Journal of Information Management – volume: 18 year: 2012 ident: bib47 article-title: Empirical studies in information visualization: Seven scenarios publication-title: IEEE Transactions on Visualization and Computer Graphics – year: 2007 ident: bib12 article-title: The effect of aesthetic on the usability of data visualization publication-title: 11th international conference information visualization (IV '07) – volume: 8 start-page: 923 year: 1996 end-page: 938 ident: bib42 article-title: Visualization techniques for mining large databases: A comparison publication-title: IEEE Transactions on Knowledge and Data Engineering – year: 2016 ident: bib23 article-title: InfoVis : The impact of information overload on decision making outcome in high complexity settings – volume: 42 start-page: 1539 year: 2006 end-page: 1557 ident: bib33 article-title: Expertise visualization: An implementation and study based on cognitive fit theory publication-title: Decision Support Systems – volume: 25 start-page: 172 year: 1999 end-page: 190 ident: bib29 article-title: Eye movement during skill acquisition: More evidence for the information-reduction hypothesis publication-title: Journal of Experimental Psychology: Learning, Memory, and Cognition – volume: 4 start-page: 14 year: 2016 ident: bib46 article-title: Use of response time for measuring cognitive ability publication-title: Journal of Intelligence – volume: 97 start-page: 31 year: 2017 end-page: 42 ident: bib57 article-title: A review of the nature and effects of guidance design features publication-title: Decision Support Systems – year: 2007 ident: bib53 article-title: User evaluation of multidimensional data visualization techniques for financial benchmarking publication-title: Proceedings of the European conference on information management and evaluation (ECIME 2007), montpellier, France, September 2007 – volume: 24 start-page: 1 year: 2010 end-page: 37 ident: bib17 article-title: Interactive data visualization: New directions for accounting information systems research publication-title: Journal of Information Systems – volume: 19 start-page: 2306 year: 2013 end-page: 2315 ident: bib9 article-title: What makes a visualization memorable publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 20 start-page: 325 year: 2004 end-page: 344 ident: bib21 article-title: The concept of information overload: A review of literature from organization science, accounting, marketing, MIS, and related disciplines publication-title: The Information Society – volume: 34 start-page: 313 year: 1992 end-page: 334 ident: bib32 article-title: Judgments of change and proportion in graphical perception publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society – volume: 37 start-page: 473 year: 1995 end-page: 494 ident: bib80 article-title: The proximity compatibility principle: Its psychological foundation and relevance to display design publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society – volume: 30 start-page: 89 year: 2002 end-page: 101 ident: bib8 article-title: A comparison of the effects of data–ink ratio on performance with dynamic displays in a monitoring task publication-title: International Journal of Industrial Ergonomics – volume: 55 start-page: 183 year: 2013 end-page: 203 ident: bib1 article-title: The effect of Gestalt Laws of perceptual organization on the comprehension of three-variable bar and line graphs publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society – year: 2013 ident: bib45 article-title: Storytelling: The next step for visualization – volume: 47 start-page: 183 year: 2011 end-page: 210 ident: bib27 article-title: Challenges with graph interpretation: A review of the literature publication-title: Studies in Science Education – start-page: 38 year: 2011 end-page: 58 ident: bib28 article-title: The personal equation of complex individual cognition during visual interface interaction publication-title: Lecture notes in computer science: Vol. 6431. Human aspects of visualization. Second IFIP WG 13.7 Workshop on Human-Computer Interaction and Visualization, HCIV (INTERACT) 2009, Uppsala, Sweden, August 24, 2009; revised selected papers – volume: 7 start-page: 341 year: 1993 end-page: 357 ident: bib11 article-title: Stimulus complexity and information integration in the spontaneous interpretations of line graphs publication-title: Applied Cognitive Psychology – volume: 33 start-page: 16 year: 2013 end-page: 24 ident: bib39 article-title: Data visualization on interactive surfaces: A research agenda publication-title: IEEE Computer Graphics and Applications – volume: 99 start-page: 65 year: 1987 end-page: 99 ident: bib48 article-title: Why a diagram is (sometimes) worth ten thousand words publication-title: Cognitive Science – volume: 17 start-page: 2213 year: 2011 end-page: 2222 ident: bib36 article-title: Benefitting InfoVis with visual difficulties publication-title: IEEE Transactions on Visualization and Computer Graphics – volume: 14 start-page: 495 year: 1989 end-page: 508 ident: bib16 article-title: Report format and the decision maker's task: An experimental investigation publication-title: Accounting, Organizations and Society – volume: 24 start-page: 413 year: 2003 end-page: 433 ident: bib31 article-title: Supporting informed consumer health care decisions: Data presentation approaches that facilitate the use of information in choice publication-title: Annual Review of Public Health – volume: 23 start-page: 1 year: 1998 end-page: 21 ident: bib81 article-title: Cognitive load and learner expertise: Split-attention and redundancy effects in reading with explanatory notes publication-title: Contemporary Educational Psychology – volume: 58 start-page: 1516 year: 2014 end-page: 1520 ident: bib50 article-title: Is “chart junk” useful? An extended examination of visual embellishment publication-title: Proceedings of the Human Factors and Ergonomics Society - Annual Meeting – volume: 71 start-page: 160 year: 2007 end-page: 177 ident: bib51 article-title: Visual representation: Implications for decision making publication-title: Journal of Marketing – volume: 26 start-page: 822 issue: 6 year: 2011 ident: 10.1016/j.chb.2018.04.037_bib43 article-title: Ten guidelines for effective data visualization in scientific publications publication-title: Environmental Modelling & Software doi: 10.1016/j.envsoft.2010.12.006 – volume: 71 start-page: 160 issue: 1 year: 2007 ident: 10.1016/j.chb.2018.04.037_bib51 article-title: Visual representation: Implications for decision making publication-title: Journal of Marketing doi: 10.1509/jmkg.71.1.160 – year: 2010 ident: 10.1016/j.chb.2018.04.037_bib78 – volume: 58 start-page: 1516 issue: 1 year: 2014 ident: 10.1016/j.chb.2018.04.037_bib50 article-title: Is “chart junk” useful? An extended examination of visual embellishment publication-title: Proceedings of the Human Factors and Ergonomics Society - Annual Meeting doi: 10.1177/1541931214581316 – year: 2007 ident: 10.1016/j.chb.2018.04.037_bib12 article-title: The effect of aesthetic on the usability of data visualization – year: 2013 ident: 10.1016/j.chb.2018.04.037_bib35 – volume: Vol. 10 start-page: 199 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib25 article-title: An heuristic set for evaluation in information visualization – start-page: 219 year: 1991 ident: 10.1016/j.chb.2018.04.037_bib76 article-title: Cognitive fit: A theory-based analysis of the graph versus tables literature publication-title: Decision Sciences doi: 10.1111/j.1540-5915.1991.tb00344.x – volume: 36 start-page: 619 issue: 4 year: 1994 ident: 10.1016/j.chb.2018.04.037_bib26 article-title: Minimalism and the syntax of graphs publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society doi: 10.1177/001872089403600405 – volume: 9 start-page: 141 issue: 2 year: 1985 ident: 10.1016/j.chb.2018.04.037_bib40 article-title: Methodological issues in experimental is research: Experiences and recommendations publication-title: MIS Quarterly doi: 10.2307/249115 – volume: 8 start-page: 194 issue: 2 year: 1982 ident: 10.1016/j.chb.2018.04.037_bib73 article-title: Perceptual grouping and attention in visual search for features and for objects publication-title: Journal of Experimental Psychology: Human Perception and Performance – volume: 23 start-page: 1 issue: 1 year: 1998 ident: 10.1016/j.chb.2018.04.037_bib81 article-title: Cognitive load and learner expertise: Split-attention and redundancy effects in reading with explanatory notes publication-title: Contemporary Educational Psychology doi: 10.1006/ceps.1997.0951 – volume: 100 start-page: 13 issue: 1 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib22 article-title: Cognitively inspired and perceptually salient graphic displays for efficient spatial inference making publication-title: Annals of the Association of American Geographers doi: 10.1080/00045600903362378 – volume: 13 start-page: 117 issue: 2 year: 1999 ident: 10.1016/j.chb.2018.04.037_bib18 article-title: A comparison of three visual representations of complex multidimensional accounting information publication-title: Journal of Information Systems doi: 10.2308/jis.1999.13.2.117 – volume: 10 start-page: 251 issue: 3 year: 1998 ident: 10.1016/j.chb.2018.04.037_bib70 article-title: Cognitive architecture and instructional design publication-title: Educational Psychology Review doi: 10.1023/A:1022193728205 – volume: 2 issue: 1 year: 1991 ident: 10.1016/j.chb.2018.04.037_bib77 article-title: Cognitive fit: An empirical study of information acquisition publication-title: Information Systems Research doi: 10.1287/isre.2.1.63 – year: 2007 ident: 10.1016/j.chb.2018.04.037_bib53 article-title: User evaluation of multidimensional data visualization techniques for financial benchmarking – volume: 52 start-page: 318 issue: 2 year: 2012 ident: 10.1016/j.chb.2018.04.037_bib65 article-title: Emergency management information systems: Could decision makers be supported in choosing display formats? publication-title: Decision Support Systems doi: 10.1016/j.dss.2011.08.008 – volume: 34 start-page: 313 issue: 3 year: 1992 ident: 10.1016/j.chb.2018.04.037_bib32 article-title: Judgments of change and proportion in graphical perception publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society doi: 10.1177/001872089203400306 – year: 2013 ident: 10.1016/j.chb.2018.04.037_bib45 – volume: 1 start-page: 416 issue: 4 year: 1990 ident: 10.1016/j.chb.2018.04.037_bib71 article-title: Processing of graphical information: A decomposition taxonomy to match data extraction tasks and graphical representations publication-title: Information Systems Research – volume: 37 start-page: 473 issue: 3 year: 1995 ident: 10.1016/j.chb.2018.04.037_bib80 article-title: The proximity compatibility principle: Its psychological foundation and relevance to display design publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society doi: 10.1518/001872095779049408 – year: 2014 ident: 10.1016/j.chb.2018.04.037_bib34 – volume: 28 issue: 1 year: 2014 ident: 10.1016/j.chb.2018.04.037_bib63 article-title: An economist's guide to visualizing data publication-title: The Journal of Economic Perspectives – year: 2009 ident: 10.1016/j.chb.2018.04.037_bib24 – start-page: 2573 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib5 article-title: Useful junk? The effects of visual embellishment on comprehension and memorability of charts publication-title: Human Factors – year: 2004 ident: 10.1016/j.chb.2018.04.037_bib61 article-title: The challenge of information visualization evaluation – volume: 25 start-page: 172 issue: 1 year: 1999 ident: 10.1016/j.chb.2018.04.037_bib29 article-title: Eye movement during skill acquisition: More evidence for the information-reduction hypothesis publication-title: Journal of Experimental Psychology: Learning, Memory, and Cognition – year: 2007 ident: 10.1016/j.chb.2018.04.037_bib52 article-title: Multidimensional data visualization techniques for exploring financial performance data – volume: 36 start-page: 1165 issue: 4 year: 2012 ident: 10.1016/j.chb.2018.04.037_bib15 publication-title: Business intelligence and analytics: From big data to big impact. – volume: 17 start-page: 147 issue: 2 year: 2005 ident: 10.1016/j.chb.2018.04.037_bib55 article-title: Cognitive load theory and complex learning: Recent developments and future directions publication-title: Educational Psychology Review doi: 10.1007/s10648-005-3951-0 – volume: 19 start-page: 2306 issue: 12 year: 2013 ident: 10.1016/j.chb.2018.04.037_bib9 article-title: What makes a visualization memorable publication-title: IEEE Transactions on Visualization and Computer Graphics doi: 10.1109/TVCG.2013.234 – volume: 14 start-page: 495 issue: 5–6 year: 1989 ident: 10.1016/j.chb.2018.04.037_bib16 article-title: Report format and the decision maker's task: An experimental investigation publication-title: Accounting, Organizations and Society doi: 10.1016/0361-3682(89)90014-7 – volume: 4 start-page: 14 issue: 4 year: 2016 ident: 10.1016/j.chb.2018.04.037_bib46 article-title: Use of response time for measuring cognitive ability publication-title: Journal of Intelligence doi: 10.3390/jintelligence4040014 – year: 2006 ident: 10.1016/j.chb.2018.04.037_bib14 – volume: 15 issue: 2 year: 2015 ident: 10.1016/j.chb.2018.04.037_bib20 article-title: Designing the visualization of information publication-title: International Journal of Image and Graphics doi: 10.1142/S0219467815400057 – volume: 99 start-page: 65 year: 1987 ident: 10.1016/j.chb.2018.04.037_bib48 article-title: Why a diagram is (sometimes) worth ten thousand words publication-title: Cognitive Science doi: 10.1111/j.1551-6708.1987.tb00863.x – volume: 24 start-page: 413 year: 2003 ident: 10.1016/j.chb.2018.04.037_bib31 article-title: Supporting informed consumer health care decisions: Data presentation approaches that facilitate the use of information in choice publication-title: Annual Review of Public Health doi: 10.1146/annurev.publhealth.24.100901.141005 – volume: 26 start-page: 6 issue: 3 year: 2006 ident: 10.1016/j.chb.2018.04.037_bib59 article-title: Toward measuring visualization insight publication-title: IEEE Computer Graphics and Applications doi: 10.1109/MCG.2006.70 – volume: 55 start-page: 183 issue: 1 year: 2013 ident: 10.1016/j.chb.2018.04.037_bib1 article-title: The effect of Gestalt Laws of perceptual organization on the comprehension of three-variable bar and line graphs publication-title: Human Factors: The Journal of the Human Factors and Ergonomics Society doi: 10.1177/0018720812452592 – volume: 30 start-page: 89 issue: 2 year: 2002 ident: 10.1016/j.chb.2018.04.037_bib8 article-title: A comparison of the effects of data–ink ratio on performance with dynamic displays in a monitoring task publication-title: International Journal of Industrial Ergonomics doi: 10.1016/S0169-8141(02)00074-4 – volume: 9 start-page: 1 issue: 4 year: 2016 ident: 10.1016/j.chb.2018.04.037_bib69 article-title: Do graph readers prefer the graph type most suited to a given task? Insights from eye tracking publication-title: Journal of Eye Movement Research doi: 10.16910/jemr.9.4.4 – volume: 8 start-page: 923 issue: 6 year: 1996 ident: 10.1016/j.chb.2018.04.037_bib42 article-title: Visualization techniques for mining large databases: A comparison publication-title: IEEE Transactions on Knowledge and Data Engineering doi: 10.1109/69.553159 – volume: 4 start-page: 829 issue: 10 year: 2003 ident: 10.1016/j.chb.2018.04.037_bib4 article-title: Working memory: Looking back and looking forward publication-title: Nature Reviews Neuroscience doi: 10.1038/nrn1201 – year: 2014 ident: 10.1016/j.chb.2018.04.037_bib68 – volume: 10 start-page: 59 issue: 1 year: 1986 ident: 10.1016/j.chb.2018.04.037_bib6 article-title: An investigation of the effectiveness of color and graphical information presentation under varying time constraints publication-title: MIS Quarterly doi: 10.2307/248881 – volume: 17 start-page: 2213 issue: 12 year: 2011 ident: 10.1016/j.chb.2018.04.037_bib36 article-title: Benefitting InfoVis with visual difficulties publication-title: IEEE Transactions on Visualization and Computer Graphics doi: 10.1109/TVCG.2011.175 – volume: 97 start-page: 31 year: 2017 ident: 10.1016/j.chb.2018.04.037_bib57 article-title: A review of the nature and effects of guidance design features publication-title: Decision Support Systems doi: 10.1016/j.dss.2017.03.003 – start-page: 10 year: 1995 ident: 10.1016/j.chb.2018.04.037_bib3 article-title: When users want what's not best for them publication-title: Ergonomics in Design doi: 10.1177/106480469500300403 – year: 2015 ident: 10.1016/j.chb.2018.04.037_bib49 – volume: 14 start-page: 40 issue: 2 year: 2007 ident: 10.1016/j.chb.2018.04.037_bib58 article-title: Simplicity is highly overrated publication-title: Interactions doi: 10.1145/1229863.1229885 – volume: 20 start-page: 325 issue: 5 year: 2004 ident: 10.1016/j.chb.2018.04.037_bib21 article-title: The concept of information overload: A review of literature from organization science, accounting, marketing, MIS, and related disciplines publication-title: The Information Society doi: 10.1080/01972240490507974 – volume: 95 start-page: 15 issue: 1 year: 1988 ident: 10.1016/j.chb.2018.04.037_bib74 article-title: Feature analysis in early vision: Evidence from search asymmetries publication-title: Psychological Review doi: 10.1037/0033-295X.95.1.15 – year: 2001 ident: 10.1016/j.chb.2018.04.037_bib75 – volume: 7 start-page: 341 issue: 4 year: 1993 ident: 10.1016/j.chb.2018.04.037_bib11 article-title: Stimulus complexity and information integration in the spontaneous interpretations of line graphs publication-title: Applied Cognitive Psychology doi: 10.1002/acp.2350070407 – start-page: 115 year: 2014 ident: 10.1016/j.chb.2018.04.037_bib37 article-title: Evaluating visualization environments: Cognitive, social, and cultural perspectives – volume: 14 start-page: 47 issue: 1 year: 2002 ident: 10.1016/j.chb.2018.04.037_bib64 article-title: Review of graph comprehension research: Implications for instruction publication-title: Educational Psychology Review doi: 10.1023/A:1013180410169 – year: 1999 ident: 10.1016/j.chb.2018.04.037_bib10 – year: 2015 ident: 10.1016/j.chb.2018.04.037_bib54 article-title: Data-ink ratio and task complexity in graph comprehension – volume: 5 start-page: 176 year: 1973 ident: 10.1016/j.chb.2018.04.037_bib60 article-title: Picture superiority in free recall: Imagery or dual coding? publication-title: Cognitive Psychology doi: 10.1016/0010-0285(73)90032-7 – volume: 44 start-page: 171 issue: 3 year: 2009 ident: 10.1016/j.chb.2018.04.037_bib30 article-title: Naïve cartography: How intuitions about display configuration can hurt performance publication-title: Cartographica: The International Journal for Geographic Information and Geovisualization doi: 10.3138/carto.44.3.171 – volume: 24 start-page: 79 issue: 2 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib44 article-title: The effects of information presentation format on judgment and decision making: A review of the information systems research publication-title: Journal of Information Systems doi: 10.2308/jis.2010.24.2.79 – volume: 8 start-page: 293 issue: 4 year: 1991 ident: 10.1016/j.chb.2018.04.037_bib13 article-title: Cognitive load theory and the format of instruction publication-title: Cognition and Instruction doi: 10.1207/s1532690xci0804_2 – volume: 20 start-page: 17 issue: 1 year: 2000 ident: 10.1016/j.chb.2018.04.037_bib19 article-title: The problem of information overload in business organisations: A review of the literature publication-title: International Journal of Information Management doi: 10.1016/S0268-4012(99)00051-1 – start-page: 274 year: 2012 ident: 10.1016/j.chb.2018.04.037_bib72 article-title: Towards adaptive information visualization: On the influence of user characteristics – start-page: 38 year: 2011 ident: 10.1016/j.chb.2018.04.037_bib28 article-title: The personal equation of complex individual cognition during visual interface interaction doi: 10.1007/978-3-642-19641-6_4 – start-page: 185 year: 2007 ident: 10.1016/j.chb.2018.04.037_bib38 article-title: Minimalism in information visualization – volume: 42 start-page: 1539 issue: 3 year: 2006 ident: 10.1016/j.chb.2018.04.037_bib33 article-title: Expertise visualization: An implementation and study based on cognitive fit theory publication-title: Decision Support Systems doi: 10.1016/j.dss.2006.01.006 – year: 2014 ident: 10.1016/j.chb.2018.04.037_bib62 – volume: 30 start-page: 1387 issue: 9 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib67 article-title: Understanding the positive effects of graphical risk information on comprehension: Measuring attention directed to written, tabular, and graphical risk information publication-title: Risk Analysis doi: 10.1111/j.1539-6924.2010.01435.x – volume: 25 start-page: 351 issue: SUPPL. 1 year: 2011 ident: 10.1016/j.chb.2018.04.037_bib41 article-title: Managing split-attention and redundancy in multimedia instruction publication-title: Applied Cognitive Psychology – volume: 63 start-page: 81 issue: 2 year: 1956 ident: 10.1016/j.chb.2018.04.037_bib56 article-title: The magical number seven, plus or minus two: Some limits on our capacity for processing information publication-title: Psychological Review doi: 10.1037/h0043158 – year: 2016 ident: 10.1016/j.chb.2018.04.037_bib23 – volume: 24 start-page: 1 issue: 2 year: 2010 ident: 10.1016/j.chb.2018.04.037_bib17 article-title: Interactive data visualization: New directions for accounting information systems research publication-title: Journal of Information Systems doi: 10.2308/jis.2010.24.2.1 – volume: 18 issue: 9 year: 2012 ident: 10.1016/j.chb.2018.04.037_bib47 article-title: Empirical studies in information visualization: Seven scenarios publication-title: IEEE Transactions on Visualization and Computer Graphics doi: 10.1109/TVCG.2011.279 – year: 1981 ident: 10.1016/j.chb.2018.04.037_bib7 – year: 2004 ident: 10.1016/j.chb.2018.04.037_bib79 – volume: 47 start-page: 183 issue: 2 year: 2011 ident: 10.1016/j.chb.2018.04.037_bib27 article-title: Challenges with graph interpretation: A review of the literature publication-title: Studies in Science Education doi: 10.1080/03057267.2011.605307 – volume: 33 start-page: 16 issue: 2 year: 2013 ident: 10.1016/j.chb.2018.04.037_bib39 article-title: Data visualization on interactive surfaces: A research agenda publication-title: IEEE Computer Graphics and Applications doi: 10.1109/MCG.2013.24 – volume: 32 start-page: 61 issue: 1 year: 1990 ident: 10.1016/j.chb.2018.04.037_bib2 article-title: Proximity compatibility and information display: The effects of space and color on the analysis of aircraft stall conditions publication-title: Human Factors doi: 10.1177/001872089003200105 – volume: 82 start-page: 454 issue: 398 year: 1987 ident: 10.1016/j.chb.2018.04.037_bib66 article-title: An information-processing analysis of graph perception publication-title: Journal of the American Statistical Association doi: 10.1080/01621459.1987.10478448 |
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| Title | When cognitive fit outweighs cognitive load: Redundant data labels in charts increase accuracy and speed of information extraction |
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