The age-performance relationship for a cognitive-intensive task: Empirical evidence from chess grandmasters

Adriaan Kalwij , Kris De Jaegher
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Abstract

To gain insight into the age-performance relationship (APR) for cognitively demanding tasks, we analyse the APR for the task of playing chess from a theoretical and empirical perspective. We set up a game-theoretic model showing that for risk-neutral players who are homogeneous in their linear payoffs, the APR can be estimated with either players' game outcomes or their Elo ratings. This result is empirically substantiated with data on outcomes of games played at an annual international chess tournament (1970–2021), and with players' Elo ratings. Further, the findings support the estimation of the APR with Elo ratings using a model that controls for player fixed effects and period random effects, which is also in accordance with the theoretical model. Next, we show that on average chess performance peaks in grandmasters’ early-thirties and declines thereafter. Implications of the findings for a labour market characterised by an increase in cognitively demanding jobs and individuals working longer are discussed.

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认知密集型任务的年龄-表现关系:国际象棋特级大师的经验证据
为了深入了解认知要求任务的年龄-表现关系(APR),我们从理论和实证的角度分析了下棋任务的APR。我们建立了一个博弈论模型,表明对于线性收益同质的风险中性玩家,APR可以用玩家的游戏结果或他们的Elo评级来估计。这一结果得到了年度国际象棋锦标赛(1970-2021)比赛结果数据和棋手Elo评分的实证证实。此外,研究结果支持使用一个控制球员固定效应和周期随机效应的模型来估计具有Elo评级的APR,这也与理论模型一致。接下来,我们发现,平均而言,国际象棋的表现在大师们30岁出头达到峰值,之后有所下降。讨论了这些发现对劳动力市场的影响,劳动力市场的特点是认知要求高的工作增加,个人工作时间更长。
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