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A bidding experiment reports no overall gender gap in competitiveness, with women making most of the high bids for top jobs in flat firms. One study, but it lands on load-bearing inference.
The Scientist · Science desk
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A bidding experiment published in Theory and Decision reports no overall gender gap in competitiveness, and where a gap does appear it is women who push hardest for the highest positions [1][4]. The interesting part is not the result but the instrument: the same construct, measured a different way, gives a different answer.
The canonical finding came from real-effort tasks, in which subjects completed timed tasks in a lab and were asked whether they wanted to compete for a fixed amount of money or withdraw [2]. "Women usually choose to compete less, but it's a very peculiar type of setting," says Andrej Angelovski of the International Business School Suzhou at Xi'an Jiaotong-Liverpool University, the corresponding author, who wrote the paper with Jordi Brandts of the Barcelona School of Economics and Werner Güth of the Max Planck Institute for Research on Collective Goods [3][4].
The replacement design measures willingness to sacrifice rather than willingness to enter [5]. Over 32 rounds, participants bid in experimental currency for jobs at different ranks and salaries, with 10 ECU converted to one euro at the end [6]. A bid represents the maximum resources - effort, training, time - a participant will give up out of a position's fixed salary to secure it [7]. Winners pay the second-highest bid in their group, a rule meant to make truthful valuation the best strategy [8]. Profit is the salary minus the price paid; anyone who wins nothing takes a default 50 ECU, which is five euros [9][10]. Some firms were flat, with little salary distance between bottom and top; others steep [11]. Phase 1 pitted groups of four inside one firm, then Phase 2 merged them into markets of eight, two firms' worth of candidates chasing the available slots [12][13].
Both genders underbid heavily for top positions and preferred middle positions in flat and steep firms alike, with no major gender difference; in the flatter firms, most of the high bids for the top came from women [14][15]. "Now that we've changed how we study competition, we find the typical results no longer hold," Angelovski says [16].
The finding operators should sit with is the price of winning. Competition for the top job was fierce enough that winners bid away almost the entire salary advantage, leaving them no better off, and sometimes worse off, than those who settled for the middle [17]. Middle-position winners consistently beat the 50 ECU outside option; top-position winners did not [18]. That happened with the obvious motives stripped out: "There's potential for income here, but competitiveness is so high it eliminates the income explanation," Angelovski says, noting that winners were never announced, so no status was gained [19]. Women were overrepresented among those top winners [17].
The caveats are structural. This is a supply-side study by construction, modelling individual decisions and perceptions rather than discrimination or institutional barriers [20]. The summary of the work does not give a sample size, a subject pool location, or effect sizes, so the magnitude of the female tilt in flat-firm top bids cannot be assessed from it [21]. The literature it contests has attributed the shortage of women in top positions to women being less competitive [22].
What to watch: whether the no-gap result holds up when others run the auction design with different populations and larger stakes, and whether anyone tries to reconcile the two instruments rather than picking the one they like. The second thing to watch is the rent dissipation. If the premium attached to a top rung is bid away in effort and training before anyone arrives, the winner captures little and the employer is paying for sorting, not output. That is a statement about a lab auction until someone measures it in a real promotion ladder.
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Ranked by verification strength, evidence, and original report placement.
New behavioral economics research on gender and competition, using bidding experiments, finds no overall gender gap in competitiveness; where a gap does appear, it is women who push hardest for the highest positions.
Previous research in this category employed real-effort tasks, which often asked people whether they wanted to compete or withdraw from competing for a fixed amount of money; the competitions involved completing tasks in the lab in a short time.
"Women usually choose to compete less, but it's a very peculiar type of setting," says Andrej Angelovski, associate professor in economics at the International Business School Suzhou, Xi'an Jiaotong-Liverpool University, and corresponding author of the paper.
Unlike previous research methods, the study's auction-style approach measures competitiveness by the extent to which people are willing to sacrifice to attain their target position.
The auction lasts 32 rounds and asks participants to bid for jobs with different positions and salaries; bids are submitted in Experimental Currency Units (ECU), converted into euros at the end at 10 ECU = 1 euro.
A bid represents the maximum resources (effort, training, time) a participant is willing to sacrifice from a position's fixed salary to secure it.
Evidence-backed comparisons of source perspectives and observed adoption signals. Read the methodology
Which Builder, Operator, and Investor concerns the observed source mix emphasized—not a truth score.
Evidence, demonstrated adoption, hype gap, incentives, and confidence are assessed independently, each on its own current evidence. How these are measured.
One peer-reviewed experiment, described without numbers
There is a named, DOI-bearing paper in Theory and Decision with three identified authors and a reasonably specific design description (32 rounds, second-price rule, ECU conversion, flat versus steep firms, two phases). But the entire cluster is a single press-release-style write-up, no participant count, subject pool, effect size or significance test is reported, and there is no independent expert or replication evidence to corroborate the headline reversal of a well-established literature.
No adoption signal in scope
The supplied source is a research finding; it contains no releases, deployments, benchmark runs, pricing or licence changes, or disclosures of use by any organisation. Nothing in the material supports an adoption measurement, and inferring managerial uptake from a study description would be invention.
Headline runs ahead of the reported result
The framing 'women compete just as hard as men for top jobs and can win them more often' overstates a result whose own body text says both genders strongly underbid for top positions with no major gender differences, and locates the women-skewed high bidding only in flatter firms. The generalising managerial conclusion — that under-representation is 'not coming from the supply side' — is drawn from one lab auction with no reported sample size or statistics and an explicitly supply-side-only design, so the claim's scope exceeds its evidentiary base. The gap is moderate rather than severe because the article does state its structural caveats and does not hide the underbidding finding.
Institution-sourced novelty framing, no adversarial check
The account is structured like university research communication: the corresponding author is the only voice quoted, and his quotes carry the novelty framing ('the typical results no longer hold') and the actionable corporate conclusion. Authors and their institutions gain visibility from a result presented as overturning an established literature, and the outlet gains from a counterintuitive headline. No competing interest disclosure, funding detail, or independent commentary appears in the supplied material to offset that.
Low-to-moderate: direction plausible, magnitude unverifiable
The existence and design of the study are well attested and internally coherent, and the methodological point about task-design dependence is credible on its face. But one unreplicated experiment, reported without sample size, subject pool or statistics, through a single institution-aligned channel, cannot support confident belief in the load-bearing inference that the competitiveness gap is an artifact.
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