Dr. Wallace’s Favorite Mental Models

Escalation of Commitment

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The deeper the hole, the harder it feels to stop digging. Escalation of commitment is the tendency to keep investing time, money or reputation in a chosen course of action even after new evidence says it is failing.

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30-Second Understanding
Stop asking "how do we save this?" Ask "would we start this today?"

When a project, investment or relationship keeps absorbing resources despite worsening signals, decision-makers often keep going rather than admit the original choice was wrong. The chosen course of action gets harder to abandon the longer it runs.

Core question: If I had no history with this decision, would today's evidence be enough to start it from scratch?

Investment keeps climbing after the warning

10Y1
24Y2
38Y3 ⚠
58Y4
79Y5

Important: the warning sign at Y3 did not slow investment. It often speeds it up, because stopping now would mean admitting the first three years were a loss.

Mental Model Compass

Use it when quitting feels like losing.

The model is most useful when a decision-maker has history, sunk investment or public standing riding on a course of action that is no longer working.

Re-evaluatePrimary use case
IntermediateDifficulty
3 minUnderstand
15–40 minApply with a real decision
Project managementVenture investingPublic policyCareer decisionsProduct strategyNegotiation
Model at a Glance

Separate → Reframe → Price the Signal → Decide to Decide.

The method works by removing history and ego from the decision, then forcing a fresh comparison against today's evidence.

01Separate

Split the original decision from today's decision. Money, time and reputation already spent cannot be recovered either way.

02Reframe

Ask what a new decision-maker, with no history and nothing to prove, would choose using only current evidence.

03Price the Signal

Name, in advance, the concrete evidence that would count as a stop signal, before emotions are running high.

04Decide to Decide

Set a review date so the course of action must be re-justified on its current merits, not continued by default.

When Should I Use This?

Recognize the situation.

Open a use case to see what the model changes.

Business
A multi-year project keeps slipping and absorbing budget

Separate "how much have we already spent" from "what would a fresh review of the current plan, timeline and team recommend." Budget overrun alone is not evidence to continue; it is only evidence of cost.

Investing
A portfolio company keeps missing targets

Each new funding round can be judged on today's unit economics and market signal, not on protecting the valuation implied by earlier rounds. A down round or a write-off is a data point, not a personal failure.

Public Policy
A program keeps absorbing budget despite weak outcomes

Public visibility raises the cost of reversing course, which is exactly when a pre-committed stop signal protects decision-makers from escalating purely to avoid a public admission.

Career
Years invested in a path that is not working

Years of training or tenure are real, but they describe the past. A fresh-eyes test asks whether this path is still the best current option, not whether leaving would "waste" the years already spent.

Product
A pivot keeps slipping its own deadlines

Each missed deadline is itself a data point. Track whether the gap between planned and actual dates is shrinking or growing before deciding whether "almost there" is true or a pattern.

Negotiation
A drawn-out negotiation makes conceding feel like losing

Time already spent at the table is a sunk cost, not a reason to accept worse terms than your walk-away alternative. Re-check your BATNA before the next counteroffer, not after.

Worked Example

Six months into a twelve-month project, warning signs appear.

This is an illustrative example designed to teach the method.

SITUATIONA 12-month rebuild is at month 6, 40% over its original budget.
SIGNALTwo of three technical leads say the architecture will not scale as planned.
RESPONSE SO FARLeadership approved two deadline extensions and one extra budget round.
COST SO FARSix months of salaries, a delayed product launch, team morale strain.
FRESH-EYES TESTA new VP with no history here would not start this architecture today.
DECISIONStop, salvage reusable components, and re-scope with a new review date.
Do not conclude: "Six months of work is wasted." Those months already happened either way. The useful question is only what the next dollar and the next month should fund.
Origins & Accuracy

A named, studied organizational pattern.

Expand for the original research and how it differs from the sunk cost fallacy.

Where does the term come from?

Organizational researcher Barry M. Staw introduced the term in a 1976 study, "Knee-Deep in the Big Muddy: A Study of Escalating Commitment to a Chosen Course of Action," published in Organizational Behavior and Human Performance. Staw showed experimentally that decision-makers who were personally responsible for an initial, worsening decision tended to allocate more resources to it than decision-makers who inherited the same situation.

How is this different from the sunk cost fallacy?

The sunk cost fallacy describes one specific mechanism: using unrecoverable past costs to justify further spending. Escalation of commitment is the broader organizational pattern that sunk cost reasoning feeds into, alongside self-justification, social and peer pressure, and the tendency to take more risk as a project nears what looks like a completion point. A decision can escalate even when sunk cost reasoning is not the main driver, for example when it is driven mainly by not wanting to admit a public mistake.

What are documented real-world cases?

Researchers and historians commonly point to the Shoreham Nuclear Power Plant, where Long Island Lighting Company continued construction for years after cost and safety signals turned sharply negative, and the plant was never licensed for commercial operation. The Anglo-French Concorde program is another frequently cited case of continued government investment despite early signs the economics would not work, sometimes called the "Concorde fallacy" for that reason. In foreign policy, a 1965 memo from Under Secretary of State George Ball warned President Lyndon Johnson that a large U.S. troop commitment in Vietnam could become a hard-to-reverse escalation, illustrating the same dynamic outside a business setting.

Common Mistakes

Simple does not mean easy to apply.

Treating it as only a money problem

Self-justification, social pressure and face-saving often matter as much as the dollars already spent. Fixing the budget process alone will not fix the pattern.

Confusing persistence with escalation

Normal perseverance through an expected setback is healthy. Escalation specifically means continuing against new evidence that contradicts the original plan.

Blaming the individual, not the system

Reviewers who share the same incentives and history as the original decision-maker can escalate together. Independent review matters more than individual willpower.

Waiting for one dramatic failure

Disconfirming evidence usually arrives gradually, as several small warning signs. Each one is easy to dismiss alone; the pattern is what matters.

Assuming more oversight alone fixes it

An oversight committee built from the same stakeholders can still escalate commitment together. Rotate in genuinely independent reviewers.

Overcorrecting into chronic quitting

The fix is a pre-committed, evidence-based review, not abandoning every project at the first sign of difficulty. See "When Not to Use It."

When Not to Use It

Some setbacks are not evidence to stop.

Use normal persistence when…

the setback was already priced into the original plan's risk tolerance and timeline, and no new disconfirming evidence has appeared.

Use patient-capital thinking when…

the field genuinely requires a long horizon before results can appear, such as early-stage drug development or basic research.

Use contractual commitment when…

a binding legal, safety or ethical obligation requires completion regardless of how anyone currently feels about it.

Counterpoint: an organization that treats every delay as a stop signal will abandon good projects too early. The model calls for a pre-committed test, not a hair-trigger exit.
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Save as Skill

Turn this mental model into a reusable AI skill.

Save as Skill converts the model into portable Markdown instructions that teach an AI when and how to apply escalation-of-commitment analysis, what questions to ask, what evidence to seek, what mistakes to avoid and how to structure its analysis.

Build your own Mental Models Skills Library

Save the skills you find useful and organize them into your own reusable library. The Markdown is intentionally model-neutral, so it can be used wherever an AI system accepts uploaded files, project knowledge, custom instructions or reusable text context. Platform capabilities differ, so this is a portable skill file rather than a claim of one-click installation.

Go Deeper

For readers who want the nuance.

Isn't this just stubbornness?

Stubbornness describes a personality trait. Escalation of commitment is a situational pattern that appears even in people who are not generally stubborn, once they are personally responsible for a decision that is now producing bad news. It is about the structure of the situation, not only the person in it.

Does this only happen to individuals?

No. Groups and whole organizations escalate commitment together, often more strongly than individuals, because group cohesion and shared history can suppress dissenting views. A board, a committee or an entire agency can collectively keep funding a failing course of action.

How is face-saving different from reasonable reputation management?

Reasonable reputation management weighs real future consequences of a decision. Face-saving in escalation of commitment specifically means protecting a past decision's appearance of correctness, even when that protection has no bearing on which future choice produces the best outcome.