03 · What You Need to Know
Why Past Investment Can Distort a Research Decision
In economics and decision research, sunk costs are costs that have already been incurred and cannot be recovered. Normative decision theory generally treats such irrecoverable costs as irrelevant to a choice between future alternatives. What matters for the decision now are the future costs and benefits associated with the options still available.
Behavioral research shows, however, that people do not always make decisions that way. Arkes and Blumer's classic experiments described the sunk cost effect as a tendency to continue an endeavor after prior investments of money, effort, or time. Later work has examined several psychological processes that may contribute to escalation of commitment, including desires to justify previous decisions, avoid acknowledging waste, or remain consistent with earlier commitments.
Research projects provide fertile conditions for this problem because the investments are rarely only financial. They can include months of reading, technical training, relationships with collaborators, intellectual identity, reputation, emotional attachment, and the discomfort of telling other people that the plan has changed.
Past Effort Is Real, but It Answers the Wrong Question
Suppose you have spent six months developing a study. You then discover that essential data are unavailable.
The statement “But I have already spent six months on this” is completely true.
It still does not answer whether spending another twelve months is justified.
The six months are already gone under either option. If you continue, you have spent six months plus whatever comes next. If you stop, you have still spent six months. Continuing cannot retroactively recover them.
The decision should therefore compare the future:
What are the expected scientific benefits and remaining costs of continuing this project compared with the best realistic alternative available now?
Sunk Cost Is Not the Same as Useful Prior Investment
There is an important qualification. Not everything produced by previous work is sunk.
Perhaps your literature review gives you expertise needed for the revised project. An instrument you developed can be adapted. Relationships with research sites remain valuable. Preliminary data reduce uncertainty about the next design. Code can be reused. A feasibility study has produced information that improves a subsequent project.
Those are current assets or information, and they may legitimately influence the decision.
Sunk cost
Past expenditure of time, effort, money, or other resources that cannot be recovered and does not change the future consequences of the available options.
Remaining value from past work
Knowledge, data, skills, materials, access, relationships, or other assets created by earlier work that genuinely improve the future prospects of one or more options.
The distinction prevents an equally unhelpful mistake: abandoning useful work merely because some resources have already been spent.
Persistence Is Not Automatically Sunk-Cost Thinking
Research routinely becomes difficult. Recruitment is slower than hoped. Analyses require revision. Reviewers challenge the design. Instruments need refinement. Data collection takes longer than expected.
Continuing despite such obstacles can be entirely rational.
If the research question remains important, the study remains feasible, the methods remain defensible, and the expected contribution justifies the remaining effort, persistence may be the correct decision.
Sunk-cost thinking becomes more plausible when the justification shifts. Instead of saying, “This is still the best use of the next year because...,” you find yourself saying, “I cannot stop now because I have already spent a year on it.”
Escalation of Commitment Can Make a Weakening Project Harder to Leave
Sunk costs are related to a broader phenomenon often described as escalation of commitment: continued commitment to a previous course of action despite negative information about its prospects.
Research projects can escalate gradually.
You discover that recruitment will be lower than expected, so you extend the timeline. The extension creates resource problems, so you reduce some measurements. The reduced measurements weaken the original inference, so you revise the question. The revised question contributes less than the original one, but by then you have invested even more.
No single decision necessarily looks unreasonable. Yet the project at the end may be one you would never have chosen at the beginning.
This is why periodic reassessment matters. Evaluate the project that exists now, not the project you remember proposing.
Your Research Identity Can Become Part of the Investment
Some costs are psychological rather than material.
You may have told colleagues that this is your research area. Your supervisor may associate you with the topic. You have presented the framework at a conference. Perhaps the project has become part of how you describe yourself as a researcher.
Changing direction can then feel like losing more than a study.
This does not mean researchers should avoid intellectual commitment. Sustained programs of research often require it. But identity should not become evidence for the validity or value of a particular study.
A project can be wrong for you now without invalidating the work that led you to recognize that fact.
Public Commitment Can Make Reassessment More Difficult
Research rarely happens privately. Proposals are defended, supervisors approve plans, collaborators join projects, funding may be awarded, and ethics applications formalize the design.
These commitments create legitimate responsibilities. You cannot simply abandon participants, collaborators, funded obligations, or regulated studies without considering the consequences and applicable procedures.
But public commitment can also make researchers reluctant to acknowledge that the scientific case has weakened.
Separate these issues. First ask what the best scientific decision would be given current evidence. Then determine how any change should be handled responsibly under the commitments already made.
Administrative difficulty is relevant to the future cost of changing course. Embarrassment about changing your mind is not evidence that the original study remains scientifically strong.
The Opportunity Cost of Continuing Is Easy to Ignore
Continuing a study does not merely cost additional time. It also consumes the opportunity to use that time elsewhere.
If another twelve months are devoted to a weak project, those twelve months cannot simultaneously be spent on a stronger study, better data collection, methodological training, publication of existing work, or another activity.
This opportunity cost can be particularly important for students and early-career researchers working under degree, funding, or contract deadlines.
A nearly completed modest study may rationally deserve completion because the remaining cost is small. An early-stage weak study requiring two additional years is a different decision.
Compare what remains, not merely what has accumulated.
New Evidence Should Be Allowed to Change the Decision
Imagine that your original research decision was reasonable when you made it. That does not require the same decision to remain reasonable after circumstances change.
A new systematic review may substantially reduce the research gap. Preliminary data may expose poor measurement. A feasibility study may reveal inadequate recruitment. Institutional policy may remove access to the required population. Another method may prove far more appropriate.
Updating your decision is not evidence that the original decision was foolish. The information set has changed.
A useful research culture should make revision possible without requiring researchers to pretend they knew everything from the beginning. Academia already has enough incentives for hindsight without researchers supplying additional ones themselves.
The Best Test Is a Fresh-Start Question
One of the simplest ways to expose sunk-cost influence is to mentally reset the project.
Ask:
“If I had not already invested anything in this project, but I knew everything I know about it today, would I choose to start it?”
If the answer is clearly yes, previous investment may not be driving the decision.
If the answer is clearly no, ask why continuing nevertheless feels necessary.
If the answer is “it depends,” identify what would make the difference. Perhaps the project remains worthwhile only because some valuable assets already exist. Those assets should be included in the decision. Perhaps the only argument is that abandoning it would make previous effort feel wasted. That is precisely the concern the fresh-start question is designed to expose.
Compare the Current Project With a Real Alternative
Stopping a project does not occur in a vacuum. What happens instead?
If abandoning the study means having no feasible alternative and the current project can still produce useful evidence with modest additional work, continuation may be sensible. If another well-developed study could produce substantially greater scientific value for similar future effort, the comparison changes.
This is why the decision should not be framed simply as:
Continue versus lose everything.
A more accurate framing may be:
Invest the next year in Project A versus invest the next year in Project B.
Once the decision is framed prospectively, previous effort loses some of its rhetorical power.
Some Signs Suggest That Sunk Cost May Be Influencing You
| What you find yourself thinking |
What to ask instead |
| “I have already spent too much time to stop.” |
How much additional time is required, and what will that future investment probably produce? |
| “I already developed the entire instrument.” |
Does the instrument still measure what the current research question requires? |
| “I already learned the method.” |
Is that method still the most defensible way to answer the question? |
| “I already have the data.” |
Are the data actually capable of answering the question with sufficient quality? |
| “My supervisor already approved the topic.” |
Would the project still be recommended given the information available now? |
| “Changing topics would waste everything I have done.” |
Which outputs, knowledge, skills, or materials can actually be reused? |
| “I am almost finished.” |
What exactly remains, and is completing it still worth that remaining cost? |
| “I need to prove the idea can work.” |
What evidence would convince me that it should no longer be pursued? |
None of these statements proves that a decision is irrational. They are prompts to examine whether the justification concerns the future or merely the past.
06 · What This Means for You
Re-Evaluate the Project as Though You Were Choosing Where to Invest From Today Forward
When you suspect that sunk cost may be influencing you, do not ask whether the previous work was wasted. That question is emotionally understandable but decisionally unhelpful.
Ask what you should do next.
Evaluate the project using its current scientific rationale, evidence base, feasibility, ethical acceptability, methodological strength, likely contribution, remaining resource requirements, and realistic alternatives.
A simple decision framework
If you would still choose the study today and its expected future value justifies the remaining cost
Continue. Previous investment does not make persistence irrational when the prospective case remains strong.
If the original study has weakened but valuable components can be preserved
Redesign the project around the strongest question that the existing assets and feasible new evidence can support.
If the study is nearly complete and the remaining cost is small
Compare the value of completion with the actual remaining cost rather than asking whether you would start the entire project again.
If substantial future investment is required and you would not choose the project today
Compare continuation with the best realistic alternative rather than allowing previous investment to decide automatically.
If the only persuasive reason for continuing is how much you have already spent
Treat that as a warning that sunk cost may be driving the decision.
If the study can no longer produce credible or worthwhile evidence
Redesign, pause, or abandon it even if doing so makes previous effort feel wasted.
Make Two Lists: What Is Gone and What Remains
Separate previous investment into two categories.
First, list resources that are irrecoverably spent: hours already worked, money already consumed, data collection that cannot be reused, or effort devoted to an approach that no longer matters.
Second, list assets that remain useful: knowledge, transferable methods, usable data, code, instruments, contacts, approvals where still applicable, preliminary findings, and insights that can inform another question.
This exercise often reveals that abandoning one version of the project does not mean losing everything. It also prevents reusable assets from being confused with the irrecoverable effort that produced them.
Ask the Counterfactual Question From Both Directions
Do not stop at “Would I start this project today?”
Also ask:
“If I were not already working on this project, would I choose it over my best realistic alternative?”
Then reverse the comparison:
“If I were already working on the alternative, would I abandon it to begin this project?”
The asymmetry can be revealing. If whichever project you already possess always seems preferable, attachment to the status quo may be influencing the evaluation.
Define Stop Conditions Before the Next Investment
If you decide to continue despite uncertainty, do not merely promise yourself that you will reconsider later.
Specify what new information would trigger another decision.
For example: if recruitment remains below a defined feasible trajectory after a particular period, reassess. If validation shows that the primary measure does not perform adequately for the intended use, redesign. If data access is not obtained by a necessary date, switch to the alternative study. If an updated review demonstrates that the question is already sufficiently answered, reconsider the contribution.
This builds on the broader practice of defining what would make you abandon or fundamentally redesign the research idea before the next large investment occurs.
Ask Someone Who Has Less to Lose From Changing Course
Your supervisor, collaborator, statistician, methodologist, or another trusted researcher may be able to evaluate the project with less attachment to the time you have already spent.
Give them the current version of the decision, not the heroic history of how much work it took to get there.
Ask:
“If this project were presented to you today in its current state, would you recommend investing the remaining resources in it?”
The answer is not automatically correct. It provides an external reference point against your own commitment.
Do Not Use Sunk Cost as a Reason to Abandon Everything Either
Once researchers learn about sunk costs, there is a temptation to become suspicious of persistence itself.
That would be another decision error.
A project can rationally become more attractive after substantial investment because the remaining cost of completion is now small, uncertainty has been reduced, valuable assets have been created, or the probability of producing useful evidence has increased.
The relevant calculation is always prospective.
Suppose a thesis is 90% complete and the study remains methodologically defensible. You might not choose to begin the same project from scratch today, but completing the final 10% could still be the best available decision.
The sunk-cost principle does not say “ignore history.” It says not to mistake irrecoverable expenditure for a future benefit.
Revisit the Scientific Case, Not Just the Emotional Case
If the project has become difficult to leave, return to the research questions that matter.
Is the important uncertainty still unresolved? Can the study still answer it? Are the data and measurements adequate? Is the method defensible? Is recruitment realistic? Would a null result remain informative? Does another study now offer a better way to answer the question?
If those answers remain favorable, continuing may be entirely rational.
If they do not, ask what the strongest current argument against doing the study is. Evaluate that argument as though the project belonged to someone else.
Watch Out
Do not treat the sunk cost fallacy as a label for every decision to continue a troubled project. Research decisions involve uncertainty, contractual obligations, participant responsibilities, degree requirements, reusable assets, switching costs, and other genuine future consequences. The problem arises when irrecoverable past investment itself becomes a reason to spend more.