Decoding effort: Toward a measure – and a better understanding – of effort intensity in accounting research

This study introduces pupillometry – the measurement of pupil diameter changes – as a direct approach to capturing effort intensity in management accounting research. Traditional approaches using self-reports or performance-based proxies have limited researchers’ ability to study how management control systems influence behavior through effort. Using a controlled experiment with a decoding task, we examine how piece-rate versus flat-wage compensation influences effort intensity and performance. Our findings show that pupil dilation partially mediates the relationship between incentives and performance, with this mediation strongest in early experimental rounds before weakening over time. This dynamic pattern suggests that while incentives initially influence performance through effort intensity, other mechanisms such as implicit learning emerge in later rounds. Beyond demonstrating pupillometry’s validity for measuring effort intensity, we highlight its potential applications across management accounting research streams, enabling researchers to better understand how control system elements influence behavior through effort.

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Publication Details

Journal
Management Accounting Research
Published
2025-02-15
DOI
https://doi.org/10.1016/j.mar.2025.100926
Citations
2
Primary Topic
Decision-Making and Behavioral Economics
Type
article
Field-Weighted Citation Impact
4.54

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Controls
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article

Decoding effort: Toward a measure – and a better understanding – of effort intensity in accounting research

Gary Hecht, Axel Schulz, Alan Webb, Kristian Rotaru et al.
2 citations
Management Accounting Research
Decision-Making and Behavioral Economics
4.54
article

Decoding effort: Toward a measure – and a better understanding – of effort intensity in accounting research

Gary Hecht, Axel Schulz, Alan Webb, Kristian Rotaru, Kristy L. Towry
article en
2 citations

Abstract

This study introduces pupillometry – the measurement of pupil diameter changes – as a direct approach to capturing effort intensity in management accounting research. Traditional approaches using self-reports or performance-based proxies have limited researchers’ ability to study how management control systems influence behavior through effort. Using a controlled experiment with a decoding task, we examine how piece-rate versus flat-wage compensation influences effort intensity and performance. Our findings show that pupil dilation partially mediates the relationship between incentives and performance, with this mediation strongest in early experimental rounds before weakening over time. This dynamic pattern suggests that while incentives initially influence performance through effort intensity, other mechanisms such as implicit learning emerge in later rounds. Beyond demonstrating pupillometry’s validity for measuring effort intensity, we highlight its potential applications across management accounting research streams, enabling researchers to better understand how control system elements influence behavior through effort.

Management Accounting ResearchVol. 66
Emory University (US), University of Waterloo (CA), University of Illinois Urbana-Champaign (US), La Trobe University (AU), Monash University (AU)
Monash University, Universiteit van Amsterdam, Universiteit Maastricht
Decent work and economic growth
Openalex Percentile: Top 9%
Decision-Making and Behavioral Economics
4.54
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Decoding effort: Toward a measure – and a better understanding – of effort intensity in accounting research — Gary Hecht, Axel Schulz, et al. · Management Accounting Research (2025) | TGRS Research Map | TGRS