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Algorithmic Management and Job Quality in Japanese Platform Work

Algorithmic control structures in platform ecosystems mediate task execution, worker autonomy, and health outcomes by replacing traditional supervision with automated metrics and surveillance. The divergence between local physical gig services and remote intermediation shapes distinct configurations of psychological strain, physical vulnerability, and institutional fragmentation. Resolving these labor deficits requires aligning legal definitions and governance mechanisms with the technological realities of digitally managed work.

研究の目的

To evaluate the impact of algorithmic management on job quality dimensions within Japanese platform work across local and remote service modalities.

研究手法

Systematic secondary synthesis of peer-reviewed empirical studies and policy documents on East Asian platform ecosystems using comparative criteria.

学術的新規性

Delineates the divergent impact of algorithmic control across local and remote platform work specifically framed within the Japanese institutional context.

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Master's Thesis (Shūron)

Degree:
Algorithmic Management and Job Quality in Japanese Platform Work

Author:

Group

First M. Last

Advisor:

Dr. First Last

City, 2026

Contents

Abstract
1.2 Problem Statement and Research Objectives
2. Theoretical Framework of Algorithmic Management and Job Quality
2.1 Conceptualizing Algorithmic Control and Platformized Labor
2.2 The Job Demands-Resources Model and Dimensions of Work Quality
2.3 The Flexibility-Precarity Nexus Across Remote and Local Gig Modalities
3. Methodological Design and Analytical Protocol
3.1 Secondary Corpus Selection and Document Filtering Criteria
3.2 Comparative Evaluation Metrics and Methodological Scope
Analysis
4.1 Task Allocation, Surveillance, and Autonomy in Local Delivery and Service Work
4.2 Emotional Labor, Gendered Dynamics, and Digital Intermediation
4.3 Legal Fragmentation and Social Security Protection Deficits in East Asia
5. Discussion and Normative Implications for Institutional Reform
Introduction
1.1 Context and Socio-Economic Background of Japanese Platform Work
Conclusion
Bibliography

Introduction

Digital labor intermediation fundamentally reshapes modern employment arrangements by substituting direct human supervision with algorithmic surveillance, automated dispatching, and digital metric tracking [1]. In Japan and the broader East Asian sphere, the expansion of super-apps, specialized digital services, and on-demand delivery networks has institutionalized new employment practices, offering low barrier access while creating substantial systemic vulnerabilities [3][4]. This structural transition challenges conventional paradigms of employment regulation, introducing complex interactions between automated oversight and daily working conditions [4].

Despite providing perceived schedule autonomy and high operational flexibility, algorithmic control frequently exacerbates labor precarity through asymmetrical information visibility, irregular hours, and intense workload demands [1][2]. The systematic monitoring of labor tasks through digital interfaces places substantial psychological and physical demands on workers, eroding health, social security guarantees, and authentic decision-making discretion [2][5]. Furthermore, existing regulatory frameworks across Asian labor regimes struggle to define workers' legal status, leaving digital platform workers vulnerable to fragmented protections and substandard working conditions [3][8].

This research examines how algorithmic management mechanisms alter job quality dimensions within Japanese platform work by systematically comparing local on-demand tasks and digital service models [4][5]. Utilizing secondary empirical syntheses and institutional legal evaluations, the paper identifies structural gaps in the protection-flexibility tradeoff and maps the differential impacts of algorithmic surveillance on worker autonomy and health [1][3]. The investigation establishes an analytical foundation for prospective labor law reconfiguration and sustainable platform governance in contemporary East Asia [3][4].

5. Discussion and Normative Implications for Institutional Reform

The critical synthesis of algorithmic management across platform ecosystems reveals an unresolved paradox between formal schedule flexibility and substantive labor subordination. While foundational scholarship demonstrates that automated surveillance, rating systems, and algorithmic dispatch mechanisms constrain genuine worker autonomy and amplify work intensity (Wood et al., 2018), contemporary inquiries indicate that job quality is heterogeneous across distinct occupational modalities rather than uniformly precarious (Beyond the ‘Gig Economy’, 2025). This analytical divergence highlights a significant research gap: standard conceptual models often fail to account for how local market dynamics and technological architectures interact to produce variable experiences of precarity, particularly within understudied East Asian labor markets. Moreover, established employment jurisprudence exhibits structural limitations in classifying digitally mediated work, creating severe regulatory fragmentation and social insurance deficits for workers governed by automated commands (The Disruption of Labor Law in the Platform Economy, 2025). Effectively reforming these institutional safeguards requires recalibrating legal definitions to reflect the pervasive technological control exerted by intermediary software. Nonetheless, this discussion acknowledges specific analytical limitations. Relying primarily on secondary evaluations and institutional literature constrains direct observation of real-time algorithmic adjustments, opaque code architectures, and the full extent of informal worker adaptation within Japanese platform environments.

References

  1. Good Gig, Bad Gig: Autonomy and Algorithmic Control in the Global Gig Economy
    A. Wood, Mark Graham, V. Lehdonvirta et al.
    オープンソース
  2. Fostering Engagement in the Gig Economy: The Impact of JD-R Model
    Si Lee
    オープンソース
  3. The Disruption of Labor Law in the Platform Economy: Towards a Normative Reconfiguration
    E. Janssen, P. Hendriks, Sophie Vermeer
    オープンソース
  4. Precarity and Flexibility in Platformised Tourism Work: A Scoping Review
    Tiffany Chairunnisa Ramadhania, Muhammad Fadhli Ramadhan
  5. Beyond the ‘Gig Economy’: Towards Variable Experiences of Job Quality in Platform Work
    Alex J Wood, Nicholas Martindale, Brendan J Burchell
  6. Transforming Cambodia’s Gig Economy: The Impact of Platform Quality on Job Autonomy and Worker Satisfaction
    Bora Ly, Romny Ly, Sokhom Ma
  7. Ethnographic methods with limited access: assessing quality of work in hard to reach jobs
    Adam Badger, Jamie Woodcock
  8. The Managed Voice: The Platformization of Emotional Labor Among Female Game Companions
    Tong Yuan, Lingwei Shao

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研究論文

APA 7th Edition / IEEE / Vancouver