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The Psychology of Managerial Capital Allocation

References

Al Khatib, K., Wachsmuth, H., Hagen, M., & Stein, B. (2017). Patterns of Argumentation Strategies across Topics. Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, 1351–1357. https://doi.org/10/gjscsq

Allen, M., & Preiss, R. W. (1997). Comparing the persuasiveness of narrative and statistical evidence using meta‐analysis. Communication Research Reports, 14(2), 125–131. https://doi.org/10/djqrp7

Aloysius, J. A. (2007). Decision making in the short and long run: Repeated gambles and rationality. British Journal of Mathematical and Statistical Psychology, 60(1), 61–69. https://doi.org/10/czgkh3

Alpert, M., & Raiffa, H. (1982). A progress report on the training of probability assessors. In D. Kahneman, P. Slovic, & A. Tversky (Eds.), Judgment under uncertainty (pp. 294–305). Cambridge University Press. https://doi.org/10.1017/CBO9780511809477.022

Arrfelt, M., Wiseman, R. M., McNamara, G., & Hult, G. T. M. (2015). Examining a key corporate role: The influence of capital allocation competency on business unit performance. Strategic Management Journal, 36(7), 1017–1034. https://doi.org/10/gkhhc5

Aust, F. (2020). Rmdfiltr: ’Lua’-filters for r markdown. https://CRAN.R-project.org/package=rmdfiltr

Aust, F., & Barth, M. (2020). papaja: Prepare reproducible APA journal articles with R Markdown. https://github.com/crsh/papaja

Bache, S. M., & Wickham, H. (2020). Magrittr: A forward-pipe operator for r. https://CRAN.R-project.org/package=magrittr

Bardolet, D., Brown, A., & Lovallo, D. (2017). The Effects of Relative Size, Profitability, and Growth on Corporate Capital Allocations. Journal of Management, 43(8), 2469–2496. https://doi.org/10/gjvc4v

Bardolet, D., Fox, C. R., & Lovallo, D. (2011). Corporate capital allocation: A behavioral perspective. Strategic Management Journal, 32(13), 1465–1483. https://doi.org/10/cn6xsb

Bardolet, D., Lovallo, D., & Rumelt, R. (2010). The hand of corporate management in capital allocations: Patterns of investment in multi- and single-business firms. Industrial and Corporate Change, 19(2), 591–612. https://doi.org/10/ctxs4t

Barney, J. B. (1988). Returns to bidding firms in mergers and acquisitions: Reconsidering the relatedness hypothesis. Strategic Management Journal, 9(S1), 71–78. https://doi.org/10/dmpq6x

Barney, J. B. (1991). Firm Resources and Sustained Competitive Advantage. Journal of Management, 17(1), 99–120. https://doi.org/10/gpm

Barone-Adesi, G., Mancini, L., & Shefrin, H. (2013). A Tale of Two Investors: Estimating Optimism and Overconfidence. http://www.ssrn.com/abstract=2319260

Barron, G., & Erev, I. (2003). Small feedback-based decisions and their limited correspondence to description-based decisions. Journal of Behavioral Decision Making, 16(3), 215–233. https://doi.org/10/d3jsr8

Barron, G., & Leider, S. (2010). The role of experience in the Gambler’s Fallacy. Journal of Behavioral Decision Making, 23(1), 117–129. https://doi.org/10/d3p92r

Barth, M. (2021). tinylabels: Lightweight variable labels. https://github.com/mariusbarth/tinylabels

Bates, D., & Maechler, M. (2021). Matrix: Sparse and dense matrix classes and methods. https://CRAN.R-project.org/package=Matrix

Bates, D., Mächler, M., Bolker, B., & Walker, S. (2015). Fitting linear mixed-effects models using lme4. Journal of Statistical Software, 67(1), 1–48. https://doi.org/10.18637/jss.v067.i01

Batteux, E., Bilovich, A., Johnson, S., & Tuckett, D. (2020). Impressed by Numbers: The Extent to Which Novice Investors Favor Precise Numerical Information in a Context of Uncertainty (SSRN Scholarly Paper ID 3595409). Social Science Research Network. https://doi.org/10.2139/ssrn.3595409

Bednar, M. K., Boivie, S., & Prince, N. R. (2013). Burr Under the Saddle: How Media Coverage Influences Strategic Change. Organization Science, 24(3), 910–925. https://doi.org/10/gf33wh

Bellemare, C., Krause, M., Kröger, S., & Zhang, C. (2005). Myopic loss aversion: Information feedback vs. Investment flexibility. Economics Letters, 87(3), 319–324. https://doi.org/10/dfjq7n

Benartzi, S., & Thaler, R. H. (1999). Risk Aversion or Myopia? Choices in Repeated Gambles and Retirement Investments. Management Science, 45(3), 364–381. https://doi.org/10/cjhp6t

Benartzi, S., & Thaler, R. H. (2001). Naive Diversification Strategies in Defined Contribution Saving Plans. American Economic Review, 91(1), 79–98. https://doi.org/10/cfd4pb

Bernoulli, D. (1954). Exposition of a New Theory on the Measurement of Risk. Econometrica, 22(1), 23–36. https://doi.org/10/cw729v (Original work published 1738)

Beshears, J., Choi, J. J., Laibson, D., & Madrian, B. C. (2016). Does Aggregated Returns Disclosure Increase Portfolio Risk Taking? The Review of Financial Studies, 30(6), 1971–2005. https://doi.org/10/gjscs7

Bettis, R. A. (2017). Organizationally Intractable Decision Problems and the Intellectual Virtues of Heuristics. Journal of Management, 43(8), 2620–2637. https://doi.org/10/gf2r6w

Birshan, M., Engel, M., & Sibony, O. (2013). Avoiding the quicksand: Ten techniques for more agile corporate resource allocation. McKinsey Quarterly. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/avoiding-the-quicksand

Bjørnsen, K., & Aven, T. (2019). Risk aggregation: What does it really mean? Reliability Engineering & System Safety, 191, 106524. https://doi.org/10/gjscst

Bolker, B., & Robinson, D. (2020). Broom.mixed: Tidying methods for mixed models. https://CRAN.R-project.org/package=broom.mixed

Bostrom, A., Anselin, L., & Farris, J. (2008). Visualizing Seismic Risk and Uncertainty: A Review of Related Research. Annals of the New York Academy of Sciences, 1128(1), 29–40. https://doi.org/10/c32d9k

Bower, J. L. (1970). Managing the resource allocation process: A study of corporate planning and investment. Division of Research, Graduate School of Business Administration, Harvard University.

Bower, J. L., & Gilbert, C. G. (Eds.). (2005). From resource allocation to strategy. Oxford University Press.

Boyd, T. (2021, June 3). Wesfarmers CEO proves his worth. Australian Financial Review. https://www.afr.com/chanticleer/wesfarmers-ceo-proves-his-worth-20210603-p57xmq

Bradley, D. (2013). Decision Theory, Philosophical Perspectives. In H. E. Pashler (Ed.), Encyclopedia of the mind. SAGE Publications, Inc. https://doi.org/10.4135/9781452257044.n81

Bristow, R. E. (2011). There is more to Life than Expected Values: Results of Free Distributions of Multiple-Play Gambles [Masters thesis, Miami University]. https://etd.ohiolink.edu/apexprod/rws_etd/send_file/send?accession=miami1304352729

Brodlie, K., Allendes Osorio, R., & Lopes, A. (2012). A Review of Uncertainty in Data Visualization. In J. Dill, R. Earnshaw, D. Kasik, J. Vince, & P. C. Wong (Eds.), Expanding the Frontiers of Visual Analytics and Visualization (pp. 81–109). Springer London. https://doi.org/10.1007/978-1-4471-2804-5_6

Buchanan, E. M., Gillenwaters, A., Scofield, J. E., & Valentine, K. D. (2019). MOTE: Measure of the Effect: Package to assist in effect size calculations and their confidence intervals. http://github.com/doomlab/MOTE

Bukszar, E., & Connolly, T. (1988). Hindsight Bias and Strategic Choice: Some Problems in Learning From Experience. Academy of Management Journal, 31(3), 628–641. https://doi.org/10/gjscqv

Burgelman, R. A. (1983). A Process Model of Internal Corporate Venturing in the Diversified Major Firm. Administrative Science Quarterly, 28(2), 223–244. https://doi.org/10/dsvjgf

Camerer, C., & Lovallo, D. (1999). Overconfidence and Excess Entry: An Experimental Approach. American Economic Review, 89(1), 306–318. https://doi.org/10/bnkbkb

Camilleri, A. R., & Newell, B. R. (2013). The long and short of it: Closing the description-experience “gap” by taking the long-run view. Cognition, 126(1), 54–71. https://doi.org/10/f4gq3w

Camilleri, A. R., & Newell, B. R. (2011). When and why rare events are underweighted: A direct comparison of the sampling, partial feedback, full feedback and description choice paradigms. Psychonomic Bulletin & Review, 18(2), 377–384. https://doi.org/10/cz55xk

Carvalho, P. F., Chen, C.-h., & Yu, C. (2021). The distributional properties of exemplars affect category learning and generalization. Scientific Reports, 11(1, 1), 11263. https://doi.org/10.1038/s41598-021-90743-0

Cavagnac, M. (2005). Strategic managerial incentives under adverse selection. Managerial and Decision Economics, 26(8), 499–512. https://doi.org/10/cwdbtp

Champely, S. (2020a). Pwr: Basic functions for power analysis. https://CRAN.R-project.org/package=pwr

Champely, S. (2020b). Pwr: Basic functions for power analysis [Manual]. https://github.com/heliosdrm/pwr

Chen, M. K., Lakshminarayanan, V., & Santos, L. R. (2006). How Basic Are Behavioral Biases? Evidence from Capuchin Monkey Trading Behavior. Journal of Political Economy, 114(3), 517–537. https://doi.org/10/fr7jw7

Christensen-Szalanski, J. J. J., & Willham, C. F. (1991). The hindsight bias: A meta-analysis. Organizational Behavior and Human Decision Processes, 48(1), 147–168. https://doi.org/10/fhnf22

Clark, A., & Karmilff-Smith, A. (1993). The cognizer’s innards. Mind & Language, 8(4), 487–519. https://doi.org/10/csfpck

Clarke, E., & Sherrill-Mix, S. (2017). Ggbeeswarm: Categorical scatter (violin point) plots. https://CRAN.R-project.org/package=ggbeeswarm

Coase, R. H. (1937). The Nature of the Firm. Economica, 4(16), 386–405. https://doi.org/10/fnm876

Cohen, L. J. (1981). Can human irrationality be experimentally demonstrated? Behavioral and Brain Sciences, 4(3), 317–331. https://doi.org/10/fn9rpc

Coombs, C. H., & Bowen, J. N. (1971). A test of VE-theories of risk and the effect of the central limit theorem. Acta Psychologica, 35(1), 15–28. https://doi.org/10/dm5gbv

Courtney, H., Kirkland, J., & Viguerie, P. (1997). Strategy under uncertainty. Harvard Business Review, 75(6), 67–79. https://hbr.org/1997/11/strategy-under-uncertainty

Courtney, H., Lovallo, D., & Clarke, C. (2013). Deciding How to Decide. Harvard Business Review, 91(11), 62–70.

Cousineau, D., & O’Brien, F. (2014). Error bars in within-subject designs: A comment on Baguley (2012). Behavior Research Methods, 46(4), 1149–1151. https://doi.org/10/f6vdsw

Cyert, R. M., Simon, H. A., & Trow, D. B. (1956). Observation of a Business Decision. The Journal of Business, 29(4), 237–248. https://doi.org/10/fm8x9b

Das, T. K., & Teng, B.-S. (1999). Cognitive Biases and Strategic Decision Processes: An Integrative Perspective. Journal of Management Studies, 36(6), 757–778. https://doi.org/10/c84dxp

Davis, P. S., Robinson, R. B., Pearce, J. A., & Park, S. H. (1992). Business unit relatedness and performance: A look at the pulp and paper industry. Strategic Management Journal, 13(5), 349–361. https://doi.org/10/bx3wpx

Davis, T. J., & Keller, C. P. (1997). Modelling and visualizing multiple spatial uncertainties. Computers & Geosciences, 23(4), 397–408. https://doi.org/10.1016/S0098-3004(97)00012-5

DeKay, M. L. (2011). Are Medical Outcomes Fungible? A Survey of Voters, Medical Administrators, and Physicians. Medical Decision Making, 31(2), 338–353. https://doi.org/10/b539tb

DeKay, M. L., Hershey, J. C., Spranca, M. D., Ubel, P. A., & Asch, D. A. (2006). Are medical treatments for individuals and groups like single-play and multiple-play gambles? Judgment and Decision Making, 1(2), 12. http://journal.sjdm.org/jdm06133.pdf

DeKay, M. L., & Kim, T. G. (2005). When things don’t add up: The role of perceived fungibility in repeated-play decisions. Psychological Science, 16(9), 667–672. https://doi.org/10/ddgt5v

Dekel, S. (2021a). Aggregation1: Aggregation 1 experiment. https://github.com/shirdekel/aggregation1

Dekel, S. (2021b). Aggregation2: Aggregation 2 experiment. https://github.com/shirdekel/aggregation2

Dekel, S. (2021c). Aggregation3: Aggregation 3 experiment. https://github.com/shirdekel/aggregation3

Dekel, S. (2021d). Aggregation4: Aggregation 4 experiment. https://github.com/shirdekel/aggregation4

Dekel, S. (2021e). Alignment1: Alignment 1 experiment. https://github.com/shirdekel/alignment1

Dekel, S. (2021f). Alignment2: Alignment 2 experiment. https://github.com/shirdekel/alignment2

Dekel, S. (2021g). Alignment3: Alignment 3 experiment. https://github.com/shirdekel/alignment3

Dekel, S. (2021h). Alignment4: Alignment 4 experiment. https://github.com/shirdekel/alignment4

Dekel, S. (2021i). Alignment5: Alignment 5 experiment. https://github.com/shirdekel/alignment5

Dekel, S. (2021j). Alignment6: Alignment 6 experiment. https://github.com/shirdekel/alignment6

Dekel, S. (2021k). Alignment7: Alignment 7 experiment. https://github.com/shirdekel/alignment7

Dekel, S. (2021l). Alignment8: Alignment 8 experiment. https://github.com/shirdekel/alignment8

Dekel, S. (2021m). Anecdotes1: Anecdotes 1 experiment. https://github.com/shirdekel/anecdotes1

Dekel, S. (2021n). Anecdotes2: Anecdotes 2 experiment. https://github.com/shirdekel/anecdotes2

Dekel, S. (2021o). ShiR: Shir’s thesis functions.

Dekel, S. (2021p). Shirthesis: Thesis functions. https://github.com/shirdekel/shirthesis

Doumas, L. A. A., & Hummel, J. E. (2013). Comparison and Mapping Facilitate Relation Discovery and Predication. PLoS ONE, 8(6), 1–8. https://doi.org/10/gjscsn

Einhorn, H. J., & Hogarth, R. M. (1987). Decision making: Going forward in reverse. Harvard Business Review, 65(1), 66–70. https://hbr.org/1987/01/decision-making-going-forward-in-reverse

Epictetus. (1995). The Art of Living: The Classical Manual on Virtue, Happiness, and Effectiveness (S. Lebell, Trans.). HarperCollins. (Original work published ca. 125C.E.)

Ert, E., & Erev, I. (2013). On the descriptive value of loss aversion in decisions under risk: Six clarifications. Judgment and Decision Making, 8(3), 22. http://journal.sjdm.org/12/12712/jdm12712.pdf

Firke, S. (2021). Janitor: Simple tools for examining and cleaning dirty data. https://CRAN.R-project.org/package=janitor

Flyvbjerg, B., Ansar, A., Budzier, A., Buhl, S., Cantarelli, C., Garbuio, M., Glenting, C., Holm, M. S., Lovallo, D., Lunn, D., Molin, E., Rønnest, A., Stewart, A., & van Wee, B. (2018). Five things you should know about cost overrun. Transportation Research Part A: Policy and Practice, 118, 174–190. https://doi.org/10/ghdgv4

Fox, R. (2008). A brief critical history of NPV. BAA Conference, 16. http://usir.salford.ac.uk/id/eprint/9291/2/NPV_paper.pdf

Freling, T. H., Yang, Z., Saini, R., Itani, O. S., & Rashad Abualsamh, R. (2020). When poignant stories outweigh cold hard facts: A meta-analysis of the anecdotal bias. Organizational Behavior and Human Decision Processes, 160, 51–67. https://doi.org/10/gg4t2f

Friedman, M., & Savage, L. J. (1948). The Utility Analysis of Choices Involving Risk. Journal of Political Economy, 56(4), 279–304. https://doi.org/10.1086/256692

Galesic, M., & Garcia-Retamero, R. (2010). Statistical Numeracy for Health: A Cross-cultural Comparison With Probabilistic National Samples. Arch Intern Med, 170(5), 462–468. https://doi.org/10/fmj7q3

Garbuio, M., & Lovallo, D. (2017). Does organizational politics kill company growth? Review of International Business and Strategy, 27(4), 410–433. https://doi.org/10/gjscsw

Gaughan, P. A. (Ed.). (2012a). Horizontal Integration and M&A. In Maximizing Corporate Value through Mergers and Acquisitions (pp. 117–157). John Wiley & Sons, Ltd. https://doi.org/10.1002/9781119204374.ch5

Gaughan, P. A. (Ed.). (2012b). Vertical Integration. In Maximizing Corporate Value through Mergers and Acquisitions (pp. 159–178). John Wiley & Sons, Ltd. https://doi.org/10.1002/9781119204374.ch6

Gavetti, G., Levinthal, D. A., & Rivkin, J. W. (2005). Strategy making in novel and complex worlds: The power of analogy. Strategic Management Journal, 26(8), 691–712. https://doi.org/10/b64gsr

Gavetti, G., & Rivkin, J. W. (2005). How Strategists Really Think. Harvard Business Review, 83(4), 54–63.

Gentner, D. (1983). Structure-Mapping: A Theoretical Framework for Analogy. Cognitive Science, 7(2), 155–170. https://doi.org/10/dw52z8

Gentner, D., & Markman, A. B. (1997). Structure mapping in analogy and similarity. American Psychologist, 52(1), 45–56. https://doi.org/10/fm4rrb

Gentner, D., Rattermann, M. J., & Forbus, K. D. (1993). The Roles of Similarity in Transfer: Separating Retrievability From Inferential Soundness. Cognitive Psychology, 25(4), 524–575. https://doi.org/10/b7tzks

Gertner, R. H., Scharfstein, D. S., & Stein, J. C. (1994). Internal Versus External Capital Markets. The Quarterly Journal of Economics, 109(4), 1211–1230. https://doi.org/10.2307/2118361

Gigerenzer, G. (2008). Why Heuristics Work. Perspectives on Psychological Science, 3(1), 20–29. https://doi.org/10/d8h4qv

Gilboa, I., & Schmeidler, D. (1995). Case-Based Decision Theory. The Quarterly Journal of Economics, 110(3), 605–639. https://doi.org/10/c7tz7x

Glöckner, A., Hilbig, B. E., & Jekel, M. (2014). What is adaptive about adaptive decision making? A parallel constraint satisfaction account. Cognition, 133(3), 641–666. https://doi.org/10/f6q9fj

Gneezy, U., & Potters, J. (1997). An Experiment on Risk Taking and Evaluation Periods. The Quarterly Journal of Economics, 112(2), 631–645. https://doi.org/10/bpkbhz

Graham, J. R., & Harvey, C. R. (2001). The theory and practice of corporate finance: Evidence from the field. Journal of Financial Economics, 60(2), 187–243. https://doi.org/10/fpdzrj

Graham, J. R., Harvey, C. R., & Puri, M. (2015). Capital allocation and delegation of decision-making authority within firms. Journal of Financial Economics, 115(3), 449–470. https://doi.org/10/gfvz8d

Grant, R. M., & Jammine, A. P. (1988). Performance differences between the wrigley/rumelt strategic categories. Strategic Management Journal, 9(4), 333–346. https://doi.org/10/fdh8xm

Griffin, D., & Tversky, A. (1992). The weighing of evidence and the determinants of confidence. Cognitive Psychology, 24(3), 411–435. https://doi.org/10/frw7xm

Grosser, M. (2019). Snakecase: Convert strings into any case. https://CRAN.R-project.org/package=snakecase

Haigh, M. S., & List, J. A. (2005). Do Professional Traders Exhibit Myopic Loss Aversion? An Experimental Analysis. The Journal of Finance, 60(1), 523–534. https://doi.org/10/c7jn9k

Haisley, E., Mostafa, R., & Loewenstein, G. (2008). Myopic risk-seeking: The impact of narrow decision bracketing on lottery play. Journal of Risk and Uncertainty, 37(1), 57–75. https://doi.org/10/czj8x7

Hall, S., Lovallo, D., & Musters, R. (2012). How to put your money where your strategy is. McKinsey Quarterly. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/how-to-put-your-money-where-your-strategy-is

Harbaugh, W. T., Krause, K., & Vesterlund, L. (2001). Are adults better behaved than children? Age, experience, and the endowment effect. Economics Letters, 70(2), 175–181. https://doi.org/10/db826t

Harrison, J. S., Hall, E. H., & Nargundkar, R. (1993). Resource Allocation as an Outcropping of Strategic Consistency: Performance Implications. Academy of Management Journal, 36(5), 1026–1051. https://doi.org/10/gjscqw

Haselton, M. G., Bryant, G. A., Wilke, A., Frederick, D. A., Galperin, A., Frankenhuis, W. E., & Moore, T. (2009). Adaptive Rationality: An Evolutionary Perspective on Cognitive Bias. Social Cognition, 27(5), 733–763. https://doi.org/10/c49fjq

Hayes, B. K., Navarro, D. J., Stephens, R. G., Ransom, K., & Dilevski, N. (2019). The diversity effect in inductive reasoning depends on sampling assumptions. Psychonomic Bulletin & Review, 26(3), 1043–1050. https://doi.org/10/gjscss

Hedesstrom, T. M., Svedsater, H., & Garling, T. (2006). Covariation neglect among novice investors. Journal of Experimental Psychology, 12(3), 155–165. https://doi.org/10/ftmd77

Henry, L., & Wickham, H. (2020). Purrr: Functional programming tools. https://CRAN.R-project.org/package=purrr

Henry, L., & Wickham, H. (2021). Rlang: Functions for base types and core r and ’tidyverse’ features.

Hertwig, R., Barron, G., Weber, E. U., & Erev, I. (2004). Decisions from experience and the effect of rare events in risky choice. Psychological Science, 15(8), 534–539. https://doi.org/10/b274n8

Hoeken, H. (2001). Convincing citizens: The role of argument quality. In D. Janssen & R. Neutelings (Eds.), Reading and writing public documents: Problems, solutions, and characteristics (Vol. 1, pp. 147–169). John Benjamins Publishing Company. https://doi.org/10.1075/ddcs.1.08hoe

Hoeken, H., & Hustinx, L. (2009). When is Statistical Evidence Superior to Anecdotal Evidence in Supporting Probability Claims? The Role of Argument Type. Human Communication Research, 35(4), 491–510. https://doi.org/10/fgtwjd

Hong, Y. (2013). On computing the distribution function for the Poisson binomial distribution. Computational Statistics & Data Analysis, 59, 41–51. https://doi.org/10/gjscrd

Horn, J. T., Lovallo, D. P., & Viguerie, S. P. (2005). Beating the odds in market entry. McKinsey Quarterly, 4. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/hidden-flaws-in-strategy

Hornikx, J. (2005). A review of experimental research on the relative persuasiveness of anecdotal, statistical, causal, and expert evidence. Studies in Communication Sciences, 5(1), 205–216. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.725.6516&rep=rep1&type=pdf

Hornikx, J. (2018). Combining Anecdotal and Statistical Evidence in Real-Life Discourse: Comprehension and Persuasiveness. Discourse Processes, 55(3), 324–336. https://doi.org/10/gjscrf

Hsee, C. K., Loewenstein, G. F., Blount, S., & Bazerman, M. H. (1999). Preference reversals between joint and separate evaluations of options: A review and theoretical analysis. Psychological Bulletin, 125(5), 576–590. https://doi.org/10/dm3fvc

Hubbard, E. (1914). The Roycroft Dictionary, Concocted by Ali Baba and the Bunch on Rainy Days. The Roycrofters.

Hullman, J., Resnick, P., & Adar, E. (2015). Hypothetical Outcome Plots Outperform Error Bars and Violin Plots for Inferences about Reliability of Variable Ordering. PLOS ONE, 10(11), e0142444. https://doi.org/10/f3tvsd

Jaramillo, S., Horne, Z., & Goldwater, M. (2019). The impact of anecdotal information on medical decision-making [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/r5pmj

Jessup, R. K., Bishara, A. J., & Busemeyer, J. R. (2008). Feedback Produces Divergence From Prospect Theory in Descriptive Choice. Psychological Science, 19(10), 1015–1022. https://doi.org/10/bgb3qs

Joag, S. G., Mowen, J. C., & Gentry, J. W. (1990). Risk perception in a simulated industrial purchasing task: The Effects of single versus multi-play decisions. Journal of Behavioral Decision Making, 3(2), 91–108. https://doi.org/10/czwknv

Johnson, C. R., & Sanderson, A. R. (2003). A Next Step: Visualizing Errors and Uncertainty. IEEE Computer Graphics and Applications, 23(5), 6–10. https://doi.org/10/df8kvd

Kahneman, D. (2003). Maps of Bounded Rationality: Psychology for Behavioral Economics. The American Economic Review, 93(5), 1449–1475. https://doi.org/10/b5gfrt

Kahneman, D., & Lovallo, D. (1993). Timid Choices and Bold Forecasts: A Cognitive Perspective on Risk Taking. Management Science, 39(1), 17–31. https://doi.org/10/c8vntn

Kahneman, D., & Tversky, A. (1979). Prospect Theory: An Analysis of Decision under Risk. Econometrica, 47(2), 263–291. https://doi.org/10/g98

Kale, A., Nguyen, F., Kay, M., & Hullman, J. (2019). Hypothetical Outcome Plots Help Untrained Observers Judge Trends in Ambiguous Data. IEEE Transactions on Visualization and Computer Graphics, 25(1), 892–902. https://doi.org/10/gghfzn

Kenton, W. (2021, March 1). How Organizational Structures Work. Investopedia. https://www.investopedia.com/terms/o/organizational-structure.asp

Keren, G. (1991). Additional tests of utility theory under unique and repeated conditions. Journal of Behavioral Decision Making, 4(4), 297–304. https://doi.org/10/bqqkt4

Keren, G., & Wagenaar, W. A. (1987). Violation of utility theory in unique and repeated gambles. Journal of Experimental Psychology: Learning, Memory, and Cognition, 13(3), 387. https://doi.org/10/dkr96j

Kinkeldey, C., MacEachren, A. M., Riveiro, M., & Schiewe, J. (2017). Evaluating the effect of visually represented geodata uncertainty on decision-making: Systematic review, lessons learned, and recommendations. Cartography and Geographic Information Science, 44(1), 1–21. https://doi.org/10/f3m63m

Klos, A. (2013). Myopic loss aversion: Potential causes of replication failures. Judgment and Decision Making, 8(5), 13. http://journal.sjdm.org/12/121229/jdm121229.pdf

Klos, A., Weber, E. U., & Weber, M. (2005). Investment Decisions and Time Horizon: Risk Perception and Risk Behavior in Repeated Gambles. Management Science, 51(12), 1777–1790. https://doi.org/10/bbrvhd

Koehler, J. J., Gibbs, B. J., & Hogarth, R. M. (1994). Shattering the illusion of control: Multi-shot versus single-shot gambles. Journal of Behavioral Decision Making, 7(3), 183–191. https://doi.org/10/fwmwjs

Kokkinis, A. (2019). Exploring the effects of the ’bonus cap’ rule: The impact of remuneration structure on risk-taking by bank managers. Journal of Corporate Law Studies, 19(1), 167–195. https://doi.org/10/gjspz9

Koller, T., Lovallo, D., & Williams, Z. (2017). Should assessing financial similarity be part of your corporate portfolio strategy? McKinsey on Finance, 64. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/should-assessing-financial-similarity-be-part-of-your-corporate-portfolio-strategy

Koller, T., Lovallo, D., & Williams, Z. (2012). Overcoming a bias against risk. McKinsey Quarterly, 4. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/overcoming-a-bias-against-risk

Konold, C., Pollatsek, A., Well, A., Lohmeier, J., & Lipson, A. (1993). Inconsistencies in Students’ Reasoning about Probability. Journal for Research in Mathematics Education, 24(5), 392. https://doi.org/10/bq4hvm

Kox, E. (2018). Evaluating the effectiveness of uncertainty visualizations: A user-centered approach [Masters thesis, University of Utrecht]. http://dspace.library.uu.nl/handle/1874/367380

Kurtz, K. J., Boukrina, O., & Gentner, D. (2013). Comparison promotes learning and transfer of relational categories. Journal of Experimental Psychology: Learning, Memory, and Cognition, 39(4), 1303. https://doi.org/10/gjvc63

Lakens, D., & Caldwell, A. R. (2019). Simulation-Based Power-Analysis for Factorial ANOVA Designs [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/baxsf

Lakens, D., Scheel, A. M., & Isager, P. M. (2018). Equivalence Testing for Psychological Research: A Tutorial. Advances in Methods and Practices in Psychological Science, 1(2), 259–269. https://doi.org/10/gdj7s9

Landau, W. M. (2021a). Tarchetypes: Archetypes for targets.

Landau, W. M. (2021b). The targets R package: A dynamic Make-like function-oriented pipeline toolkit for reproducibility and high-performance computing. Journal of Open Source Software, 6(57), 2959. https://doi.org/10/ghwrqs

Lang, L. H. P., & Stulz, R. M. (1994). Tobin’s q, Corporate Diversification, and Firm Performance. Journal of Political Economy, 102(6), 1248–1280. https://doi.org/10/dgjvg3

Langer, E. J. (1975). The illusion of control. Journal of Personality and Social Psychology, 32(2), 311–328. https://doi.org/10/bhghpg

Langer, T., & Weber, M. (2001). Prospect Theory, Mental Accounting, and Differences in Aggregated and Segregated Evaluation of Lottery Portfolios. Management Science, 47(5), 716–733. https://doi.org/10/fcfk69

Lapinski, A.-L. S. (2009). A Strategy for Uncertainty Visualization Design. Defence R&D Canada – Atlantic. https://apps.dtic.mil/sti/citations/ADA523694

Lassaline, M. E. (1996). Structural alignment in induction and similarity. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22(3), 754–770. https://doi.org/10/fq9fww

Lenth, R. V. (2021). Emmeans: Estimated marginal means, aka least-squares means. https://github.com/rvlenth/emmeans

Li, S. (2003). The role of Expected Value illustrated in decision-making under risk: Single-play vs multiple-play. Journal of Risk Research, 6(2), 113–124. https://doi.org/10/cz6phv

Liebeskind, J. P. (2000). Internal Capital Markets: Benefits, Costs, and Organizational Arrangements. Organization Science, 11(1), 58–76. https://doi.org/10/dkmq6t

Lipkus, I. M. (2007). Numeric, Verbal, and Visual Formats of Conveying Health Risks: Suggested Best Practices and Future Recommendations. Medical Decision Making, 27(5), 696–713. https://doi.org/10/b8p3gf

Lipkus, I. M., & Hollands, J. G. (1999). The Visual Communication of Risk. JNCI Monographs, 1999(25), 149–163. https://doi.org/10/gd589v

Liu, B., & McConnell, J. J. (2013). The role of the media in corporate governance: Do the media influence managers’ capital allocation decisions? Journal of Financial Economics, 110(1), 1–17. https://doi.org/10/gffggq

Liu, H.-H., & Colman, A. M. (2009). Ambiguity aversion in the long run: Repeated decisions under risk and uncertainty. Journal of Economic Psychology, 30(3), 277–284. https://doi.org/10/d5p9kw

Long, A. R., Fernbach, P. M., & De Langhe, B. (2018). Circle of Incompetence: Sense of Understanding as an Improper Guide to Investment Risk. Journal of Marketing Research, 55(4), 474–488. https://doi.org/10/gjscr7

Lopes, L. L. (1996). When Time Is of the Essence: Averaging, Aspiration, and the Short Run. Organizational Behavior and Human Decision Processes, 65(3), 179–189. https://doi.org/10/fdtw45

Lovallo, D., Clarke, C., & Camerer, C. (2012). Robust analogizing and the outside view: Two empirical tests of case-based decision making. Strategic Management Journal, 33(5), 496–512. https://doi.org/10/dnkh8m

Lovallo, D., & Kahneman, D. (2003). Delusions of Success: How Optimism Undermines Executives’ Decisions. Harvard Business Review, 81(7).

Lovallo, D., Koller, T., Uhlaner, R., & Kahneman, D. (2020). Your Company Is Too Risk-Averse. Harvard Business Review, 98(2), 104–111.

Lovallo, D., & Sibony, O. (2014). Is your budget process stuck on last year’s numbers? McKinsey Quarterly. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/is-your-budget-process-stuck-on-last-years-numbers

Lubatkin, M., & Shrieves, R. E. (1986). Towards Reconciliation of Market Performance Measures to Strategic Management Research. Academy of Management Review, 11(3), 497–512. https://doi.org/10/ftmktj

Ludvig, E. A., & Spetch, M. L. (2011). Of Black Swans and Tossed Coins: Is the Description-Experience Gap in Risky Choice Limited to Rare Events? PLoS ONE, 6(6), e20262. https://doi.org/10/ds5q2k

Lyngs, U. (2019). Oxforddown: An oxford university thesis template for r markdown. GitHub. https://doi.org/10.5281/zenodo.3484682

MacCrimmon, K. R., Wehrung, D. A., & Stanbury, W. T. (1986). Taking risks: The management of uncertainty (pp. xv, 380). Free Press.

MacEachren, A. M. (1992). Visualizing Uncertain Information. Cartographic Perspectives, 13, 10–19. https://doi.org/10/gjscq9

Mahr, T. (2021). Printy: Helper functions for pretty-printing numbers.

Mannes, A. E., & Moore, D. A. (2013). A Behavioral Demonstration of Overconfidence in Judgment. Psychological Science, 24(7), 1190–1197. https://doi.org/10/f443q6

March, J. G., & Shapira, Z. (1987). Managerial Perspectives on Risk and Risk Taking. Management Science, 33(11), 1404–1418. https://doi.org/10/ft2phq

Markman, A. B., & Gentner, D. (1993). Structural Alignment during Similarity Comparisons. Cognitive Psychology, 25(4), 431–467. https://doi.org/10/cqtx7q

Markman, A. B., & Loewenstein, J. (2010). Structural comparison and consumer choice. Journal of Consumer Psychology, 20(2), 126–137. https://doi.org/10/d7b49c

Markman, A. B., & Medin, D. L. (1995). Similarity and Alignment in Choice. Organizational Behavior and Human Decision Processes, 63(2), 117–130. https://doi.org/10/c8z7r9

Markowitz, H. (1952). Portfolio Selection. The Journal of Finance, 7(1), 77–91. https://doi.org/10/bhzd

Mazzolini, R. (1981). How strategic decisions are made. Long Range Planning, 14(3), 85–96. https://doi.org/10/dm8852

McBain, M. (2020). Dflow: Setup a project in the dflow style for using the drake.

McCray, G. E., Purvis, R. L., & McCray, C. G. (2002). Project Management under Uncertainty: The Impact of Heuristics and Biases. Project Management Journal, 33(1), 49–57. https://doi.org/10/gjscsr

McKenzie, C. R. M., Liersch, M. J., & Yaniv, I. (2008). Overconfidence in interval estimates: What does expertise buy you? Organizational Behavior and Human Decision Processes, 107(2), 179–191. https://doi.org/10/b22rw7

Meissner, P., Sibony, O., & Wulf, T. (2015). Are you ready to decide? McKinsey Quarterly. https://www.mckinsey.com/business-functions/strategy-and-corporate-finance/our-insights/are-you-ready-to-decide

Mintzberg, H., Raisinghani, D., & Théorêt, A. (1976). The Structure of "Unstructured" Decision Processes. Administrative Science Quarterly, 21(2), 246–275. https://doi.org/10/b2t8ks

Mintzberg, H., & Waters, J. A. (1985). Of strategies, deliberate and emergent. Strategic Management Journal, 6(3), 257–272. https://doi.org/10/bs2pm3

Moher, E., & Koehler, D. J. (2010). Bracketing effects on risk tolerance: Generalizability and underlying mechanisms. Judgment and Decision Making, 5(5), 8. http://journal.sjdm.org/10/10422/jdm10422.pdf

Montgomery, H., & Adelbratt, T. (1982). Gambling decisions and information about expected value. Organizational Behavior and Human Performance, 29(1), 39–57. https://doi.org/10/cvgjp4

Müller, K., & Wickham, H. (2021). Tibble: Simple data frames. https://CRAN.R-project.org/package=tibble

Noda, T., & Bower, J. L. (1996). Strategy making as iterated processes of resource allocation. Strategic Management Journal, 17(S1), 159–192. https://doi.org/10/brg23k

Ooms, J. (2021). Magick: Advanced graphics and image-processing in r. https://CRAN.R-project.org/package=magick

Ortner, J., Velthuis, L., & Wollscheid, D. (2017). Incentive systems for risky investment decisions under unknown preferences. Management Accounting Research, 36, 43–50. https://doi.org/10/gbz24d

Padilla, L. M., Creem-Regehr, S. H., Hegarty, M., & Stefanucci, J. K. (2018). Decision making with visualizations: A cognitive framework across disciplines. Cognitive Research: Principles and Implications, 3(1), 29. https://doi.org/10/ggrtng

Pang, A. T., Wittenbrink, C. M., & Lodha, S. K. (1997). Approaches to uncertainty visualization. The Visual Computer, 13(8), 370–390. https://doi.org/10/fdnbmw

Parayre, R. (1995). The strategic implications of sunk costs: A behavioral perspective. Journal of Economic Behavior & Organization, 28(3), 417–442. https://doi.org/10/d2wg72

Pascal, B. (1999). Pensées and other writings (A. Levi, Ed.; H. Levi, Trans.). Oxford University Press. (Original work published 1670)

Pedersen, T. L. (2020). Patchwork: The composer of plots. https://CRAN.R-project.org/package=patchwork

Penrose, E. (2009). The Theory of the Growth of the Firm (4. ed., rev. ed). Oxford University Press. http://books.google.com?id=zCAUDAAAQBAJ (Original work published 1959)

Porter, M. E. (1980). Competitive Strategy: Techniques for Analyzing Industries and Competitors. Free Press. http://books.google.com?id=sDSxAQAACAAJ

Porter, M. E. (1985). Competitive Advantage: Creating and Sustaining Superior Performance. Free Press. http://books.google.com?id=7UqQXsQ_dj4C

Porter, M. E. (1987). From competitive advantage to corporate strategy. Harvard Business Review, 65(3), 43–43. https://hbr.org/1987/05/from-competitive-advantage-to-corporate-strategy

Potter, K., Kirby, R. M., Xiu, D., & Johnson, C. R. (2012). Interactive visualization of probability and cumulative density functions. International Journal for Uncertainty Quantification, 2(4), 397–412. https://doi.org/10/ghhdw2

Powell, T. C., Lovallo, D., & Fox, C. R. (2011). Behavioral strategy. Strategic Management Journal, 32(13), 1369–1386. https://doi.org/10/d8m8pw

Puri, M., & Robinson, D. T. (2007). Optimism and economic choice. Journal of Financial Economics, 86(1), 71–99. https://doi.org/10/c9839j

Rabin, M., & Weizsäcker, G. (2009). Narrow Bracketing and Dominated Choices. American Economic Review, 99(4), 1508–1543. https://doi.org/10/fk4rmz

Rajan, R., Servaes, H., & Zingales, L. (2000). The Cost of Diversity: The Diversification Discount and Inefficient Investment. The Journal of Finance, 55(1), 35–80. https://doi.org/10/bdsh6h

Ratcliff, C. L., & Sun, Y. (2020). Overcoming Resistance Through Narratives: Findings from a Meta-Analytic Review. Human Communication Research, 46(4), 412–443. https://doi.org/10/gjscrm

R Core Team. (2020). R: A language and environment for statistical computing. R Foundation for Statistical Computing. https://www.R-project.org/

Read, D., & Loewenstein, G. (1995). Diversification bias: Explaining the discrepancy in variety seeking between combined and separated choices. Journal of Experimental Psychology: Applied, 1(1), 34. https://doi.org/10/fcgvrw

Read, D., Loewenstein, G., & Rabin, M. (1999). Choice Bracketing. Journal of Risk and Uncertainty, 19(1), 171–197. https://doi.org/10/dh3rmv

Redelmeier, D. A., & Tversky, A. (1992). On the Framing of Multiple Prospects. Psychological Science, 3(3), 191–193. https://doi.org/10/ctw2k6

Reichelstein, S. (1997). Investment Decisions and Managerial Performance Evaluation. Review of Accounting Studies, 2(2), 157–180. https://doi.org/10/fp2zqc

Reinard, J. C. (1988). The Empirical Study of the Persuasive Effects of Evidence The Status After Fifty Years of Research. Human Communication Research, 15(1), 3–59. https://doi.org/10/ccb67v

Remer, D. S., Stokdyk, S. B., & Van Driel, M. (1993). Survey of project evaluation techniques currently used in industry. International Journal of Production Economics, 32(1), 103–115. https://doi.org/10/bsc6bs

Ristovski, G., Preusser, T., Hahn, H. K., & Linsen, L. (2014). Uncertainty in medical visualization: Towards a taxonomy. Computers & Graphics, 39, 60–73. https://doi.org/10/f5v59d

Robinson, C. L. (1944). Getting Most Impressions Per Dollar. Broadcasting, 27(1), 13. https://worldradiohistory.com/Archive-BC/BC-1944/1944-07-03-BC.pdf

Robinson, D., Hayes, A., & Couch, S. (2021). Broom: Convert statistical objects into tidy tibbles.

Rosenbaum, D. M., Glickman, M., & Usher, M. (2020). Extracting summary statistics of rapid numerical sequences [Preprint]. PsyArXiv. https://doi.org/10.31234/osf.io/6scav

Ross, S. A. (1999). Adding Risks: Samuelson’s Fallacy of Large Numbers Revisited. The Journal of Financial and Quantitative Analysis, 34(3), 323–339. https://doi.org/10/bj6r8r

Ruggeri, K., Alí, S., Berge, M. L., Bertoldo, G., Bjørndal, L. D., Cortijos-Bernabeu, A., Davison, C., Demić, E., Esteban-Serna, C., Friedemann, M., Gibson, S. P., Jarke, H., Karakasheva, R., Khorrami, P. R., Kveder, J., Andersen, T. L., Lofthus, I. S., McGill, L., Nieto, A. E., … Folke, T. (2020). Replicating patterns of prospect theory for decision under risk. Nature Human Behaviour, 4(6, 6), 622–633. https://doi.org/10/ggwrdh

Rumelt, R. P. (1974). Strategy, Structure, and Economic Performance. Division of Research, Graduate School of Business Administration, Harvard University. http://books.google.com?id=f1WqAAAAIAAJ

Samuelson, P. A. (1963). Risk and Uncertainty: A Fallacy of Large Numbers. Scientia, 57(98), 108–113. https://www.casact.org/sites/default/files/database/forum_94sforum_94sf049.pdf

Sarama, J., & Clements, D. H. (2009). Building Blocks and Cognitive Building Blocks: Playing to Know the World Mathematically. American Journal of Play, 1(3), 313–337. https://eric.ed.gov/?id=EJ1069014

Schaefer, R. E., & Borcherding, K. (1973). The assessment of subjective probability distributions: A training experiment. Acta Psychologica, 37(2), 117–129. https://doi.org/10/dpzkfb

Schwenk, C. R. (1984). Cognitive simplification processes in strategic decision-making. Strategic Management Journal, 5(2), 111–128. https://doi.org/10/b2hsgw

Scott, A. (2018, June 26). GE breakup leaves it with best and worst performers. Reuters. https://www.reuters.com/article/us-ge-divestiture-idUSKBN1JM0ZT

Sengul, M., Costa, A. A., & Gimeno, J. (2019). The Allocation of Capital within Firms. Academy of Management Annals, 13(1), 43–83. https://doi.org/10/gfgvqj

Shapira, Z., & Shaver, J. M. (2014). Confounding changes in averages with marginal effects: How anchoring can destroy economic value in strategic investment assessments. Strategic Management Journal, 35(10), 1414–1426. https://doi.org/10/gkhfb3

Shelton, L. M. (1988). Strategic business fits and corporate acquisition: Empirical evidence. Strategic Management Journal, 9(3), 279–287. https://doi.org/10/fbhcgd

Shen, F., Sheer, V. C., & Li, R. (2015). Impact of Narratives on Persuasion in Health Communication: A Meta-Analysis. Journal of Advertising, 44(2), 105–113. https://doi.org/10/gfkwj7

Sibony, O., Lovallo, D., & Powell, T. C. (2017). Behavioral Strategy and the Strategic Decision Architecture of the Firm. California Management Review, 59(3), 5–21. https://doi.org/10/gcp2w3

Simon, H. A. (1955). A Behavioral Model of Rational Choice. The Quarterly Journal of Economics, 69(1), 99. https://doi.org/10/dw3pfg

Singmann, H., Bolker, B., Westfall, J., Aust, F., & Ben-Shachar, M. S. (2021). Afex: Analysis of factorial experiments. https://CRAN.R-project.org/package=afex

Smith, J. F., & Kida, T. (1991). Heuristics and biases: Expertise and task realism in auditing. Psychological Bulletin, 109(3), 472–489. https://doi.org/10/fwv6z6

Sokol-Hessner, P., Camerer, C. F., & Phelps, E. A. (2012). Emotion regulation reduces loss aversion and decreases amygdala responses to losses. Social Cognitive and Affective Neuroscience, 8(3), 341–350. https://doi.org/10/fx5cn6

Sokol-Hessner, P., Hsu, M., Curley, N. G., Delgado, M. R., Camerer, C. F., & Phelps, E. A. (2009). Thinking like a trader selectively reduces individuals’ loss aversion. Proceedings of the National Academy of Sciences, 106(13), 5035–5040. https://doi.org/10/fhdrcw

Soll, J. B., & Klayman, J. (2004). Overconfidence in Interval Estimates. Journal of Experimental Psychology: Learning, Memory, and Cognition, 30(2), 299–314. https://doi.org/10/dtpsvd

Spiegelhalter, D., Pearson, M., & Short, I. (2011). Visualizing uncertainty about the future. Science, 333(6048), 1393–1400. https://doi.org/10.1126/science.1191181

Staw, B. M. (1981). The Escalation of Commitment To a Course of Action. Academy of Management Review, 6(4), 577–587. https://doi.org/10/fdqtjg

Stephens, J., Simonov, K., Xie, Y., Dong, Z., Wickham, H., Horner, J., reikoch, Beasley, W., O’Connor, B., & Warnes, G. R. (2020). Yaml: Methods to convert r data to yaml and back. https://CRAN.R-project.org/package=yaml

Stutzer, M. (2013). Misperceptions of long-term investment performance Insights from an experiment. The Journal of Behavioral Finance & Economics, 3(1), 1–20. http://www.aobf.org/wp-content/uploads/2020/06/1-Stutzer-and-Grant.pdf

Su, Y., Rao, L.-L., Sun, H.-Y., Du, X.-L., Li, X., & Li, S. (2013). Is making a risky choice based on a weighting and adding process? An eye-tracking investigation. Journal of Experimental Psychology: Learning, Memory, and Cognition, 39(6), 1765–1780. https://doi.org/10/gjscr2

Swalm, R. O. (1966). Utility Theory–Insights into Risk Taking. Harvard Business Review, 44(6), 123–136.

Taleb, N. N. (2007). The Black Swan: The Impact of the Highly Improbable. Random House.

Teece, D. J. (1982). Towards an economic theory of the multiproduct firm. Journal of Economic Behavior & Organization, 3(1), 39–63. https://doi.org/10/bdwvvq

Teece, D. J. (1980). Economies of scope and the scope of the enterprise. Journal of Economic Behavior & Organization, 1(3), 223–247. https://doi.org/10/fxcj3r

Thaler, R. H. (1999). Mental accounting matters. Journal of Behavioral Decision Making, 12(3), 183–206. https://doi.org/10/d4njp3

Thaler, R. H., Tversky, A., Kahneman, D., & Schwartz, A. (1997). The Effect of Myopia and Loss Aversion on Risk Taking: An Experimental Test. The Quarterly Journal of Economics, 112(2), 647–661. https://doi.org/10/fcf346

Thamhain, H. J. (2014). Assessing the Effectiveness of Quantitative and Qualitative Methods for R&D Project Proposal Evaluations. Engineering Management Journal, 26(3), 3–12. https://doi.org/10/gjsm2q

Tom, S. M., Fox, C. R., Trepel, C., & Poldrack, R. A. (2007). The Neural Basis of Loss Aversion in Decision-Making Under Risk. Science, 315(5811), 515–518. https://doi.org/10/bhtqgn

Torsney-Weir, T., Sedlmair, M., & Möller, T. (2015, October). Decision making in uncertainty visualization. VDMU Workshop on Visualization for Decision Making under Uncertainty 2015. http://eprints.cs.univie.ac.at/4598/

Tversky, A., & Kahneman, D. (1981). The framing of decisions and the psychology of choice. Science, 211(4481), 453–458. https://doi.org/10/fj3z3r

Tversky, A., & Kahneman, D. (1974). Judgment under Uncertainty: Heuristics and Biases. Science, 185(4157), 1124–1131. https://doi.org/10/gwh

Tversky, A., & Kahneman, D. (1992). Advances in prospect theory: Cumulative representation of uncertainty. Journal of Risk and Uncertainty, 5(4), 297–323. https://doi.org/10/cb57hk

Ullrich, M. J., & Tuttle, B. M. (2004). The Effects of Comprehensive Information Reporting Systems and Economic Incentives on Managers’ Time-Planning Decisions. Behavioral Research in Accounting, 16, 89–105. https://doi.org/10/b99r4n

Ushey, K. (2021). Renv: Project environments [Manual]. https://CRAN.R-project.org/package=renv

Venkatraman, S., Aloysius, J. A., & Davis, F. D. (2006). Multiple prospect framing and decision behavior: The mediational roles of perceived riskiness and perceived ambiguity. Organizational Behavior and Human Decision Processes, 101(1), 59–73. https://doi.org/10/dszh5v

Vivalt, E., & Coville, A. (2021). How Do Policy-Makers Update Their Beliefs? (p. 51). http://evavivalt.com/wp-content/uploads/How-Do-Policymakers-Update.pdf

von Holstein, C.-A. S. S. (1971). Two techniques for assessment of subjective probability distributions — An experimental study. Acta Psychologica, 35(6), 478–494. https://doi.org/10/fgg6jn

von Neumann, J., Morgenstern, O., & Rubinstein, A. (1944). Theory of Games and Economic Behavior. Princeton University Press. http://www.jstor.org/stable/j.ctt1r2gkx

Wainberg, J. S. (2018). Stories vs Statistics: The Impact of Anecdotal Data on Managerial Decision Making. In Advances in Accounting Behavioral Research (Vol. 21, pp. 127–141). Emerald Publishing Limited. https://doi.org/10.1108/S1475-148820180000021006

Wainberg, J. S., Kida, T., David Piercey, M., & Smith, J. F. (2013). The impact of anecdotal data in regulatory audit firm inspection reports. Accounting, Organizations and Society, 38(8), 621–636. https://doi.org/10/gjscqz

Webb, E. C., & Shu, S. B. (2017). Is broad bracketing always better? How broad decision framing leads to more optimal preferences over repeated gambles. Judgment and Decision Making, 12(4), 382. http://journal.sjdm.org/17/17317/jdm17317.pdf

Weber, E. U., & Hsee, C. (1998). Cross-Cultural Differences in Risk Perception, but Cross-Cultural Similarities in Attitudes Towards Perceived Risk. Management Science, 44(9), 1205–1217. https://doi.org/10/c4rqqd

Wedell, D. H., & Bockenholt, U. (1994). Contemplating Single versus Multiple Encounters of a Risky Prospect. The American Journal of Psychology, 107(4), 499. https://doi.org/10/b4fs2p

Wedell, D. H., & Böckenholt, U. (1990). Moderation of preference reversals in the long run. Journal of Experimental Psychology: Human Perception and Performance, 16(2), 429–438. https://doi.org/10/bmn8hf

Wernerfelt, B. (1984). A Resource-Based View of the Firm. Strategic Management Journal, 5(2), 171–180. https://doi.org/10/cm664p

Wernerfelt, B., & Montgomery, C. A. (1988). Tobin’s q and the Importance of Focus in Firm Performance. The American Economic Review, 78(1), 246–250. http://www.jstor.org/stable/1814713

Wickham, H. (2016). Ggplot2: Elegant graphics for data analysis. Springer-Verlag New York. https://ggplot2.tidyverse.org

Wickham, H. (2019a). Conflicted: An alternative conflict resolution strategy. https://CRAN.R-project.org/package=conflicted

Wickham, H. (2019b). Stringr: Simple, consistent wrappers for common string operations. https://CRAN.R-project.org/package=stringr

Wickham, H. (2021a). Forcats: Tools for working with categorical variables (factors). https://CRAN.R-project.org/package=forcats

Wickham, H. (2021b). Tidyr: Tidy messy data. https://CRAN.R-project.org/package=tidyr

Wickham, H., & Bryan, J. (2021). Usethis: Automate package and project setup. https://CRAN.R-project.org/package=usethis

Wickham, H., François, R., Henry, L., & Müller, K. (2021). Dplyr: A grammar of data manipulation.

Wickham, H., Hester, J., & Chang, W. (2021). Devtools: Tools to make developing r packages easier. https://CRAN.R-project.org/package=devtools

Wickham, H., & Seidel, D. (2020). Scales: Scale functions for visualization. https://CRAN.R-project.org/package=scales

Wilke, C. O. (2020). Cowplot: Streamlined plot theme and plot annotations for ’ggplot2’. https://CRAN.R-project.org/package=cowplot

Williamson, O. E. (1981). The Economics of Organization: The Transaction Cost Approach. American Journal of Sociology, 87(3), 548–577. https://doi.org/10/bqzkpb

Willigers, B. J. A., Jones, B., & Bratvold, R. B. (2017). The Net-Present-Value Paradox: Criticized by Many, Applied by All. SPE Economics & Management, 9(04), 090–102. https://doi.org/10/gjscsx

Winterbottom, A., Bekker, H. L., Conner, M., & Mooney, A. (2008). Does narrative information bias individual’s decision making? A systematic review. Social Science & Medicine, 67(12), 2079–2088. https://doi.org/10/cfpr4z

Wulff, D. U., Mergenthaler-Canseco, M., & Hertwig, R. (2018). A meta-analytic review of two modes of learning and the description-experience gap. Psychological Bulletin, 144(2), 140–176. https://doi.org/10/gc2s4c

Xie, Y. (2015). Dynamic documents with R and knitr (2nd ed.). Chapman; Hall/CRC. https://yihui.org/knitr/

Xie, Y. (2016). Bookdown: Authoring books and technical documents with R markdown. Chapman and Hall/CRC. https://bookdown.org/yihui/bookdown

Xie, Y., Allaire, J. J., & Grolemund, G. (2018). R markdown: The definitive guide. Chapman and Hall/CRC. https://bookdown.org/yihui/rmarkdown

Yang, Z., Saini, R., & Freling, T. (2015). How Anxiety Leads to Suboptimal Decisions Under Risky Choice Situations. Risk Analysis, 35(10), 1789–1800. https://doi.org/10/f7wtcx

Yates, J. F., Jagacinski, C. M., & Faber, M. D. (1978). Evaluation of partially described multiattribute options. Organizational Behavior and Human Performance, 21(2), 240–251. https://doi.org/10/br3dbv

Zebregs, S., van den Putte, B., Neijens, P., & de Graaf, A. (2015). The Differential Impact of Statistical and Narrative Evidence on Beliefs, Attitude, and Intention: A Meta-Analysis. Health Communication, 30(3), 282–289. https://doi.org/10/ghk97p

Zeisberger, S. (2020). Do People Care About Loss Probabilities? https://ssrn.com/abstract=2169394