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Casting a long shadow: On the death and abiding influence of Daniel Kahneman in shaping project management theory and practice

2025· article· en· W4407436871 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Journal of Project Management · 2025
Typearticle
Languageen
FieldDecision Sciences
TopicComplex Systems and Decision Making
Canadian institutionsWilfrid Laurier UniversityUniversity of Ottawa
Fundersnot available
KeywordsShadow (psychology)Prospect theorySociologyManagementEconomicsPsychologyEngineeringPsychoanalysisMicroeconomics

Abstract

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• Essay offers festschrift on Daniel Kahneman's contributions to project management • Essay reflects on why Kahneman's work resonates within project management • Essay takes stock on Kahneman's work on judgment and decision-making under risk • Essay takes stock on Kahneman's work on bias, error and noise • Essay takes stock on Kahneman's work on the Planning Fallacy With the recent passing of Daniel Kahneman, the Nobel Prize winner, the opportunity to offer reflection on his contributions to project management theory and practice is timely. Indeed, while Kahneman himself is no longer with us, his ideas are long lived in the project management field. This essay is offered as a festschrift and is accompanied by invited commentaries. We take stock of Kahneman's work on judgment and decision-making under risk; bias, error and noise; and the Planning Fallacy. We note that much of his work served as a foreshadowing of current scholarship and avenues for exploration in project management; everything from topics such as project behavior to causes and effects of project performance, not to mention AI as well as happiness and well-being in projects. We argue that Kahneman's ideas at the intersection of psychology and economics did not so much revolutionize as upend our understanding of project management.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.566
Threshold uncertainty score0.450

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.167
GPT teacher head0.463
Teacher spread0.296 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it