Epic disappointment: Physicians’ experiences of steerability in data-driven healthcare

This paper examines discrepancies between expectations and actual data management practices in healthcare. It develops the concept of steerability to demonstrate how guidance provided by integrated, multipurpose patient data management systems functions as a sociotechnical feature and a core value in emerging data-driven healthcare, and what happens when the promises of an all-encompassing data infrastructure fail. The paper analyses physician’s accounts and criticisms over an Epic-based patient data management system, Apotti, implemented in a public healthcare organization in Finland’s capital region. Apotti aimed to standardize care and enhance oversight of the entire healthcare organization through data, following the idea that steerable healthcare functions better. While physicians did not oppose the datafication reform itself, their experiences reveal a stark misalignment between Apotti’s steerability and their wants and needs, as it paradoxically both over- and understeered them. Clinicians felt the system fundamentally disrupted the core practices and values of their work, limiting their abilities in providing care. The paper shows how this deep mismatch was related to Apotti’s poor fit with the Finnish healthcare system and the healthcare organization’s more radical steerability objectives. Given the unfounded promises and misaligned effects, it raises the question of what role steerability plays in driving forward data-driven healthcare. • Steerability is a sociotechnical feature and a value of data-driven healthcare • Physicians accepted steerability but found the new system’s steering misaligned • The system disrupted physicians’ practices, failing its organizational goals • Poor fit with Finnish healthcare and huge managerial goals caused the misalignment • The findings question how much steerability should drive data-driven healthcare

Authors

Institutions

Publication Details

Journal
SSM - Qualitative Research in Health
Published
2025-11-08
DOI
https://doi.org/10.1016/j.ssmqr.2025.100667
Citations
1
Primary Topic
Electronic Health Records Systems
Type
article
Field-Weighted Citation Impact
2.94
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Epic disappointment: Physicians’ experiences of steerability in data-driven healthcare

Minna Ruckenstein, Maiju Tanninen, Ilpo Helén
1 citations
SSM - Qualitative Research in Health
Electronic Health Records Systems
2.94
article

Epic disappointment: Physicians’ experiences of steerability in data-driven healthcare

Minna Ruckenstein, Maiju Tanninen, Ilpo Helén
article en
1 citations

Abstract

This paper examines discrepancies between expectations and actual data management practices in healthcare. It develops the concept of steerability to demonstrate how guidance provided by integrated, multipurpose patient data management systems functions as a sociotechnical feature and a core value in emerging data-driven healthcare, and what happens when the promises of an all-encompassing data infrastructure fail. The paper analyses physician’s accounts and criticisms over an Epic-based patient data management system, Apotti, implemented in a public healthcare organization in Finland’s capital region. Apotti aimed to standardize care and enhance oversight of the entire healthcare organization through data, following the idea that steerable healthcare functions better. While physicians did not oppose the datafication reform itself, their experiences reveal a stark misalignment between Apotti’s steerability and their wants and needs, as it paradoxically both over- and understeered them. Clinicians felt the system fundamentally disrupted the core practices and values of their work, limiting their abilities in providing care. The paper shows how this deep mismatch was related to Apotti’s poor fit with the Finnish healthcare system and the healthcare organization’s more radical steerability objectives. Given the unfounded promises and misaligned effects, it raises the question of what role steerability plays in driving forward data-driven healthcare. • Steerability is a sociotechnical feature and a value of data-driven healthcare • Physicians accepted steerability but found the new system’s steering misaligned • The system disrupted physicians’ practices, failing its organizational goals • Poor fit with Finnish healthcare and huge managerial goals caused the misalignment • The findings question how much steerability should drive data-driven healthcare

SSM - Qualitative Research in HealthVol. 8
University of Helsinki (FI), University of Eastern Finland (FI), Finland University (FI), KU Leuven (BE)
Openalex Percentile: Top 6%
Electronic Health Records Systems
2.94
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.