Algorithm appreciation: People prefer algorithmic to human judgment
Tóm tắt
Từ khóa
Tài liệu tham khảo
Ahuja, 2015, What Stitch Fix figured out about mass customization, Harvard Business Review
Ajzen, 1979, Consistency and bias in the attribution of attitudes, Journal of Personality and Social Psychology, 37, 1871, 10.1037/0022-3514.37.10.1871
Bazerman, 1985, Norms of distributive justice in interest arbitration, Industrial and Labor Relations Review, 38, 558, 10.1177/001979398503800403
Bazerman, 1992, Reversals of preference in allocation decisions: Judging an alternative versus choosing among alternatives, Administrative Science Quarterly, 220, 10.2307/2393222
Bazerman, 1999, Explaining how preferences change across joint versus separate evaluation, Journal of Economic Behavior and Organization, 39, 41, 10.1016/S0167-2681(99)00025-6
Bonaccio, 2006, Advice taking and decision-making: An integrative literature review, and implications for the organizational sciences, Organizational Behavior and Human Decision Processes, 101, 127, 10.1016/j.obhdp.2006.07.001
Brier, 1950, Verification of forecasts expressed in terms of probability, Monthly Weather Review, 78, 1, 10.1175/1520-0493(1950)078<0001:VOFEIT>2.0.CO;2
Common Cents Lab (2017, August 18). Retrieved from http://advanced-hindsight.com/commoncents-lab/.
Copeland, 2016, The World’s Largest hedge fund is building an algorithmic model from its employees’ brains, The Wall Street Journal
Dana, 2006, In defense of clinical judgment...and mechanical prediction, Journal of Behavioral Decision Making, 19, 413, 10.1002/bdm.537
Dawes, 1979, The robust beauty of improper linear models in decision making, American Psychologist, 34, 571, 10.1037/0003-066X.34.7.571
Dennett, 1987
Dietvorst, 2015, Algorithm aversion: People erroneously avoid algorithms after seeing them err, Journal of Experimental Psychology: General, 144, 114, 10.1037/xge0000033
Dietvorst, 2016, Overcoming algorithm aversion: People will use imperfect algorithms if they can (even slightly) modify them, Management Science
Dijkstra, 1999, User agreement with incorrect expert system advice, Behaviour & Information Technology, 18, 399, 10.1080/014492999118832
Dijkstra, 1998, Persuasiveness of expert systems, Behaviour & Information Technology, 17, 155, 10.1080/014492998119526
Dzindolet, 2002, The perceived utility of human and automated aids in a visual detection task, Human Factors: The Journal of the Human Factors and Ergonomics Society, 44, 79, 10.1518/0018720024494856
Einhorn, 1975, Unit weighting schemes for decision making, Organizational Behavior and Human Performance, 13, 171, 10.1016/0030-5073(75)90044-6
Frick, 2015, Here’s Why People trust human judgment over algorithms, Harvard Business Review
Gino, 2008, Do we listen to advice just because we paid for it? The impact of advice cost on its use, Organizational Behavior and Human Decision Processes, 107, 234, 10.1016/j.obhdp.2008.03.001
Gino, 2007, Effects of task difficulty on use of advice, Journal of Behavioral Decision Making, 20, 21, 10.1002/bdm.539
Gray, 2012, Feeling robots and human zombies: Mind perception and the uncanny valley, Cognition, 125, 125, 10.1016/j.cognition.2012.06.007
Grove, 2000, Clinical versus mechanical prediction: A meta-analysis, Psychological Assessment, 12, 19, 10.1037/1040-3590.12.1.19
Haak, T. (2017). Algorithm aversion (HR trends, 2017). Retrieved March 22, 2017, from https://hrtrendinstitute.com/2017/02/13/algorithm-aversion-hr-trends-2017-5/.
Harrell, 2016, Managers shouldn’t fear algorithm-based decision making, Harvard Business Review
Harvey, 1997, Confidence in judgment, Trends in Cognitive Sciences, 1, 78, 10.1016/S1364-6613(97)01014-0
Harvey, 1997, Taking advice: Accepting help, improving judgment, and sharing responsibility, Organizational Behavior and Human Decision Processes, 70, 117, 10.1006/obhd.1997.2697
Hastie, 2001
Hu, 2014, Try This On For Size: Personal Styling That Comes In The Mail [Audio file], National Public Radio: All Tech Considered.
Hsee, 1996, The evaluability hypothesis: An explanation for preference reversals between joint and separate evaluations of alternatives, Organizational Behavior and Human Decision Processes, 67, 10.1006/obhd.1996.0077
Hsee, 1999, Preference reversals between joint and separate evaluations of options: A review and theoretical analysis, Psychological Bulletin, 125, 576, 10.1037/0033-2909.125.5.576
Irwin, 1993, Preference reversals and the measurement of environmental values, Journal of Risk and Uncertainty, 6, 5, 10.1007/BF01065347
Jacobson, 2011, Predicting civil jury verdicts: How attorneys use (and misuse) a second opinion, Journal of Empirical Legal Studies, 8, 99, 10.1111/j.1740-1461.2011.01229.x
Jones, 1967, The attribution of attitudes, Journal of Experimental Social Psychology, 3, 1, 10.1016/0022-1031(67)90034-0
Kahneman, 2013
Kleinmuntz, 1990, Why we still use our heads instead of formulas: Toward an integrative approach, Psychological Bulletin, 107, 296, 10.1037/0033-2909.107.3.296
Kleinmuntz, 1993, Information displays and decision processes, Psychological Science, 4, 221, 10.1111/j.1467-9280.1993.tb00265.x
Laney, 2012, The importance of ‘Big Data': A definition, Gartner
Lassiter, 2002, Illusory causation: Why it occurs, Psychological Science, 13, 299, 10.1111/j.0956-7976.2002..x
Liberman, 2012, Naïve realism and capturing the “wisdom of dyads”, Journal of Experimental Social Psychology, 48, 507, 10.1016/j.jesp.2011.10.016
Logg, 2018, Is Overconfidence a Motivated Bias? Experimental Evidence, Journal of Experimental Psychology: General, 147, 1445, 10.1037/xge0000500
Malle, 1997, The folk concept of intentionality, Journal of Experimental Social Psychology, 33, 101, 10.1006/jesp.1996.1314
Mannes, 2009, Are we wise about the wisdom of crowds? The use of group judgments in belief revision, Management Science, 55, 1267, 10.1287/mnsc.1090.1031
Meehl, 1954
Meehl, 1957, When shall we use our heads instead of the formula?, Journal of Counseling Psychology, 4, 268, 10.1037/h0047554
Mellers, 2014, Psychological strategies for winning a geopolitical forecasting tournament, Psychological science, 25, 1106, 10.1177/0956797614524255
Minson, 2011, Two to tango: Effects of collaboration and disagreement on dyadic judgment, Personality and Social Psychology Bulletin, 37, 1325, 10.1177/0146167211410436
Minson, 2012, The cost of collaboration: Why joint decision making exacerbates rejection of outside information, Psychological Science, 23, 219, 10.1177/0956797611429132
Moore, 2008, The trouble with overconfidence, Psychological Review, 115, 502, 10.1037/0033-295X.115.2.502
Moore, 2008, Use of absolute and comparative performance feedback in absolute and comparative judgments and decisions, Organizational Behavior and Human Decision Processes, 107, 60, 10.1016/j.obhdp.2008.02.005
Moore, 2015, Overprecision in judgment, The Wiley Blackwell Handbook of Judgment and Decision Making, 182, 10.1002/9781118468333.ch6
Nowlis, 1997, Attribute-task compatibility as a determinant of consumer preference reversals, Journal of Marketing Research, 205
Önkal, 2009, The relative influence of advice from human experts and statistical methods on forecast adjustments, Journal of Behavioral Decision Making, 22, 390, 10.1002/bdm.637
Petropoulos, 2016, Do “big losses” in judgmental adjustments to statistical forecasts affect experts’ behaviour?, European Journal of Operational Research, 249, 842, 10.1016/j.ejor.2015.06.002
Prahl, 2017, Understanding algorithm aversion: When is advice from automation discounted?, Journal of Forecasting, 36, 691, 10.1002/for.2464
Pratt, 2009, From the editors: For the lack of a boilerplate: Tips on writing up (and reviewing) qualitative research, Academy of Management Journal, 52, 856, 10.5465/amj.2009.44632557
Promberger, 2006, Do patients trust computers?, Journal of Behavioral Decision Making, 19, 455, 10.1002/bdm.542
Reips, 2011, Mining twitter: A source for psychological wisdom of the crowds, Behavior Research Methods, 43, 635, 10.3758/s13428-011-0116-6
Reips, 2014, Mining “Big Data” using big data services, International Journal of Internet Science, 9, 1
Ritchel, 2013, How big data is playing recruiter for specialized workers, New York Times
Rogers, 1987, Vol. 5
Saxe, 2007, Theory of mind, The Oxford Handbook of Cognitive Neuroscience
Schwartz, 1997, The role of numeracy in understanding the benefit of screening mammography, Annals of Internal Medicine, 127, 966, 10.7326/0003-4819-127-11-199712010-00003
Silverman, 2015, Picking a health plan? An Algorithm could help, New York Times
Sinha, R. R., & Swearingen, K. (2001). Comparing Recommendations Made by Online Systems and Friends. In DELOS workshop: Personalisation and recommender systems in digital libraries (p. 106).
Sniezek, 1995, Cueing and cognitive conflict in judge-advisor decision making, Organizational Behavior and Human Decision Processes, 62, 159, 10.1006/obhd.1995.1040
Sniezek, 2004, Improving judgement with prepaid expert advice, Journal of Behavioral Decision Making, 17, 173, 10.1002/bdm.468
Soll, 2009, Strategies for revising judgment: How (and how well) people use others’ opinions, Journal of Experimental Psychology: Learning, Memory, and Cognition, 35, 780
Soll, 2011, Judgmental aggregation strategies depend on whether the self is involved, International Journal of Forecasting, 27, 81, 10.1016/j.ijforecast.2010.05.003
Sparrow, 2011, Google effects on memory: Cognitive consequences of having information at our fingertips, Science, 333, 776, 10.1126/science.1207745
Surowiecki, 2004
Waytz, 2014, The mind in the machine: Anthropomorphism increases trust in an autonomous vehicle, Journal of Experimental Social Psychology, 52, 113, 10.1016/j.jesp.2014.01.005
Wegner, 2013, How Google is changing your brain, Scientific American, 309, 58, 10.1038/scientificamerican1213-58
Woolley, 2018, Closing your eyes to follow your heart: Avoiding information to protect a strong intuitive preference, Journal of personality and social psychology, 114, 230, 10.1037/pspa0000100
Yaniv, 2004, The benefit of additional opinions, Current Directions in Psychological Science, 13, 75, 10.1111/j.0963-7214.2004.00278.x
Yaniv, 2000, Advice taking in decision making: Egocentric discounting and reputation formation, Organizational Behavior and Human Decision Processes, 83, 260, 10.1006/obhd.2000.2909
Yeomans, M., Shah, A., Mullainathan, S., & Kleinberg, J. Conditional acceptance. Sense of recommendations. Journal of Behavioral Decision Making (unpublished data).