Free Work Disguised as Interview Tasks

Interview assignments exist to evaluate candidates. Some also produce real work that directly benefits the company — strategy documents, code that solves live engineering problems, creative assets ready for publication. When the work is specific enough and substantial enough to stand alone as a deliverable, the interview has become something else: unpaid contracting with a rejection at the end.

This is distinct from irrelevant assessments — the LeetCode puzzle for a product manager, the brain teaser for a sales role. The work being extracted here is often highly relevant to the job. That is precisely what makes it exploitable. The more skilled the candidate, the more useful the submission. The more competitive the field, the more candidates will comply rather than push back.

This pattern has a legal dimension, an intellectual property dimension, and a structural dimension. Understanding all three helps you decide whether to proceed — and on what terms.

The distinction that matters: assessment versus extraction

A genuine assessment task is designed to reveal how a candidate thinks. It is scoped to require a few hours at most, uses fictional or anonymised scenarios, and would produce no usable output if the candidate were not hired. The company gains signal about the candidate. Nothing else.

An extraction task is designed differently — often unconsciously, sometimes deliberately. It is specific to the company's real situation, produces output that would cost money to obtain from a contractor, and could be used directly regardless of whether a hire is made. The company gains signal about the candidate and a deliverable. The candidate gains nothing if rejected.

The boundary between these is not always sharp, and some legitimate assessments sit in a grey area. The signal to watch is the ratio: how much value does this assignment produce for the company if I am not hired? The higher that number, the more scrutiny the task deserves before you start.

How to recognise an extraction assignment

These patterns appear across industries — in tech, creative, consulting, marketing, and strategy roles. None is conclusive in isolation, but a combination should change how you approach the task.

The assignment is suspiciously specific to the company's real problem

A legitimate assessment task is generic enough to be reusable across many candidates — a market-entry strategy for a fictional consumer goods company, a design exercise for a made-up product. When the brief names the company's actual product, targets their real competitors, and applies to their real geography, it is no longer an assessment. It is a strategy engagement dressed as an interview stage. The specificity is the tell.

The scope would cost real money if contracted out

Documented cases include a hedge fund requesting a 30–40 hour financial model and written analysis, assigned over a bank holiday weekend with a holiday submission deadline. An events company asking for three complete event proposals — budgets, marketing plans, staffing plans, logistics, income statements, concept and design — within seven days. When the honest answer to "how much would this cost a contractor?" runs into hundreds or thousands of pounds, the task has crossed from assessment into extraction.

Creative work that is immediately deployable

Designers, copywriters, and marketing candidates are particularly exposed. The distinction is specificity: a genuine assessment asks you to redesign a hypothetical product page. Extraction asks you to redesign their actual homepage, write their Q3 campaign copy, or develop a brand identity for a product they are actively launching. The Graphic Artist Guild has documented cases of agencies running fake hiring processes to collect spec creative work at scale — posting roles, running candidates through multiple rounds, collecting submissions, and making no hire. In other documented cases, candidates who were not hired subsequently found work closely resembling their submission published by the company.

A role that cycles endlessly while assignments keep flowing

Some organisations post the same role repeatedly — or keep it perpetually open — while collecting fresh assignments from each new cohort of applicants. Each cycle produces new strategic thinking, creative work, or technical solutions. The role may be genuine and eventually intended to be filled. But a pattern of never-hired-despite-completed-assignments, repeated across many candidates over months, suggests the assignment output has independent value to the organisation beyond its stated screening purpose.

No feedback is offered after submission — only silence

Organisations running genuine assessments can explain why a candidate did not progress. They evaluated against a defined standard; there is something to say. When an assignment-based process ends with no feedback, no rejection, and no response, the silence is diagnostic. There is nothing to say because no candidate evaluation took place. The work was the point. The candidate was the means of obtaining it.

Who this affects most

The candidates most harmed by extraction assignments are not those who refuse. Candidates who can afford to decline — those with existing employment, financial runway, or strong enough market positioning — do. The candidates who comply are those who cannot: those who most need the role, are earlier in their careers, or are in fields where rejection risks are highest.

Unpaid take-home assignments also disproportionately disadvantage employed candidates who cannot spare five evenings, parents with caregiving responsibilities, and candidates from lower-income backgrounds who have less capacity to absorb unpaid labour at scale. The practice correlates with the structure of who can endure the process — not with who can do the job.

Creative industries are particularly affected. Designers, copywriters, videographers, and strategists are routinely asked to produce work that is immediately usable — a spec ad campaign, a redesigned product page, a brand refresh — under the premise of evaluation. The Graphic Artist Guild has documented this as a coordinated practice by some agencies, not an occasional lapse.

The legal and IP dimension

Extraction assignments have a legal dimension that most candidates are unaware of — and that most companies bank on remaining unaware.

US: Fair Labor Standards Act on unpaid "working interviews" ↗

The US Department of Labor has clarified that performing productive work in an interview context does not exempt employers from wage obligations under the FLSA. The operative test: if a regular employee would be paid to perform the same task, a candidate performing it must also be compensated. Candidate consent to work unpaid does not resolve this legally — it is the benefit to the employer that triggers the wage obligation.

Fast Company / US Department of Labor

IP ownership: candidates retain copyright unless they sign it away ↗

Under standard intellectual property law in both the US and UK, the creator retains copyright on work they produce — including work submitted as part of a job application. Unless a candidate signs an agreement transferring or licensing that work to the company, the company has no legal right to use it. Enforcing this is practically difficult, but the legal position is unambiguous.

The Ladders — intellectual property during interviews

Graphic Artist Guild: spec-work hiring scams in creative industries ↗

The Graphic Artist Guild has documented sophisticated hiring scams targeting graphic designers and illustrators: companies post roles, run candidates through assessment stages, collect creative submissions, and make no hire. The practice is common enough in creative fields that the Guild issued specific guidance on identifying it before submitting work.

Graphic Artist Guild

VICE: "Your ideas are being used after a job interview without credit" ↗

Documented cases of candidates discovering that their interview submissions — strategy documents, creative concepts, campaign frameworks — were subsequently used by the company that rejected them. The pattern is widespread enough to have been covered as a systemic issue rather than isolated incidents.

VICE

InHerSight: are unpaid take-home assignments ethical? ↗

Unpaid take-home assignments disproportionately screen out employed candidates who cannot spare the hours and candidates from marginalised groups who face greater time constraints. Two ethics experts on why the widespread use of unpaid assignments is a structural problem, not a series of individual employer decisions.

InHerSight

What you can do

Before starting any substantial assignment, ask two questions in writing: “Will this work be used by the company if I am not hired?” and “Is there a paid option for completing this stage?” A company running a legitimate assessment will answer the first with an unambiguous no. The question is reasonable, and the response tells you something useful either way.

For creative work specifically: submit low-resolution versions, watermark deliverables, or provide a process document and concept outline rather than production-ready files. If the company needs the finished asset to evaluate your work, they needed the asset — not an evaluation.

If you proceed, retain copies of everything submitted with timestamps. If you subsequently identify your work in use by a company that did not hire you, you have grounds for an intellectual property claim. Practical enforcement is difficult, but public documentation — on LinkedIn, Glassdoor, or here — raises the reputational cost of the practice considerably.

Reports on Ghost Jobs Index that describe extraction assignments — specific company, role level, what was asked, approximate scope — help other candidates recognise the pattern before they invest hours in a process that never intended to hire them.

Share this — someone you know is being asked to do this right now

Extraction assignments persist because candidates comply rather than refuse or report. Sharing this makes the practice harder to run quietly and gives candidates the framework to push back.

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Report a Ghost Job Related: Interview Tasks With No Connection to the Job →