Measuring value-based management using natural language processing

We propose an alternative approach to quantifying a firm’s value-based management (VBM) sophistication. The approach uses natural language processing (NLP) and builds on a newly developed, customised dictionary. We describe the development of this dictionary and validate the resulting measure for a large sample of European listed firms (STOXX Europe 600 Index) using tests of internal consistency, construct validity, and relevant robustness checks. In doing so, we present a novel application of NLP in management accounting. We also contribute a customised, open-source dictionary for the measurement of VBM sophistication thereby creating opportunities for future research.

Authors

Institutions

Publication Details

Journal
Management Accounting Research
Published
2025-10-18
DOI
https://doi.org/10.1016/j.mar.2025.100946
Primary Topic
Accounting and Organizational Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Measuring value-based management using natural language processing

Janice Wobst, Rainer Lueg, Philipp Röttger
Management Accounting Research
Accounting and Organizational Management
article

Measuring value-based management using natural language processing

Janice Wobst, Rainer Lueg, Philipp Röttger
article en

Abstract

We propose an alternative approach to quantifying a firm’s value-based management (VBM) sophistication. The approach uses natural language processing (NLP) and builds on a newly developed, customised dictionary. We describe the development of this dictionary and validate the resulting measure for a large sample of European listed firms (STOXX Europe 600 Index) using tests of internal consistency, construct validity, and relevant robustness checks. In doing so, we present a novel application of NLP in management accounting. We also contribute a customised, open-source dictionary for the measurement of VBM sophistication thereby creating opportunities for future research.

Management Accounting ResearchVol. 67
Leuphana University of Lüneburg (DE), University of Southern Denmark (DK), Europa-Universität Flensburg (DE)
Openalex Percentile: Top 52%
Accounting and Organizational Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Measuring value-based management using natural language processing — Janice Wobst, Rainer Lueg, et al. · Management Accounting Research (2025) | TGRS Research Map | TGRS