Our stance
Our stance
Theory as foundation, methods as applications
We build on established theory from organization studies, psychology and the science of learning. Scrum, LeSS and AI adoption are treated as leading examples of applying that theory to work.
Only what can be said in one sentence
We keep each claim to one sentence the literature supports, without exaggerating effects. Claims are cited as "author year" and listed on this page.
Figures from public statistics only
Statistics come only from Japanese ministries and official publications from the US and Europe (Germany in particular). Doubtful figures are left out.
We do not use claims whose source cannot be verified
Even widely repeated "rules" and figures are not used as evidence here unless we can trace them to a primary source.
References
References by pillar
The "author year" citations at the end of each page correspond to this list.
On the side of every company — foundations of work and organization View Details
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Trist & Bamforth 1951 — socio-technical systems
Trist, E. L. & Bamforth, K. W. (1951). Some Social and Psychological Consequences of the Longwall Method of Coal-Getting. Human Relations, 4(1), 3–38. https://doi.org/10.1177/001872675100400101
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Burns & Stalker 1961 — mechanistic and organic organizations
Burns, T. & Stalker, G. M. (1961). The Management of Innovation. Tavistock Publications, London. xxii+269pp.
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Drucker 1999 — knowledge-worker productivity
Drucker, P. F. (1999). Knowledge-Worker Productivity: The Biggest Challenge. California Management Review, 41(2), 79–94. https://doi.org/10.2307/41165987
Organizations where everyone can think View Details
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Plato, Phaedrus 274c–275b — concern about writing — a classical analogy
Plato. Phaedrus, 274c–275b (Stephanus pagination).
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Simon 1971 — a wealth of information, a poverty of attention
Simon, H. A. (1971). Designing Organizations for an Information-Rich World. In M. Greenberger (Ed.), Computers, Communications, and the Public Interest. Johns Hopkins Press, Baltimore.
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Bainbridge 1983 — ironies of automation
Bainbridge, L. (1983). Ironies of Automation. Automatica, 19(6), 775–779. https://doi.org/10.1016/0005-1098(83)90046-8
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Parasuraman & Riley 1997 — use, misuse, disuse, abuse
Parasuraman, R. & Riley, V. (1997). Humans and Automation: Use, Misuse, Disuse, Abuse. Human Factors, 39(2), 230–253. https://doi.org/10.1518/001872097778543886
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Risko & Gilbert 2016 — cognitive offloading
Risko, E. F. & Gilbert, S. J. (2016). Cognitive Offloading. Trends in Cognitive Sciences, 20(9), 676–688. https://doi.org/10.1016/j.tics.2016.07.002
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Brynjolfsson, Li & Raymond 2025 — uneven effects of AI by task and skill
Brynjolfsson, E., Li, D. & Raymond, L. R. (2025). Generative AI at Work. Quarterly Journal of Economics, 140(2), 889–942. https://doi.org/10.1093/qje/qjae044
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Dell’Acqua et al. 2025 — uneven effects of AI by task and skill
Dell’Acqua, F. et al. (2025). Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of AI on Knowledge Worker Productivity and Quality. Organization Science. https://doi.org/10.1287/orsc.2025.21838
Deciding organizational structure with theory View Details
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Chandler 1962 — structure follows strategy
Chandler, A. D. Jr. (1962). Strategy and Structure: Chapters in the History of the Industrial Enterprise. MIT Press, Cambridge, MA. 463pp.
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Conway 1968 — organization and product structure
Conway, M. E. (1968). How Do Committees Invent? Datamation, 14, 28–31 (April 1968).
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Lawrence & Lorsch 1967 — differentiation and integration
Lawrence, P. R. & Lorsch, J. W. (1967). Differentiation and Integration in Complex Organizations. Administrative Science Quarterly, 12(1), 1–47. https://doi.org/10.2307/2391211
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Thompson 1967 — interdependence and coordination
Thompson, J. D. (1967). Organizations in Action: Social Science Bases of Administrative Theory. McGraw-Hill, New York.
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Galbraith 1973 — organization design as information processing
Galbraith, J. R. (1973). Designing Complex Organizations. Addison-Wesley, Reading, MA.
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Mintzberg 1979 — configurations
Mintzberg, H. (1979). The Structuring of Organizations: A Synthesis of the Research. Prentice-Hall, Englewood Cliffs, NJ. 512pp.
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Hackman & Oldham 1976 — job design and motivation
Hackman, J. R. & Oldham, G. R. (1976). Motivation through the Design of Work: Test of a Theory. Organizational Behavior and Human Performance, 16(2), 250–279. https://doi.org/10.1016/0030-5073(76)90016-7
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MacCormack, Baldwin & Rusnak 2012 — evidence for the mirroring hypothesis
MacCormack, A., Baldwin, C. Y. & Rusnak, J. (2012). Exploring the Duality between Product and Organizational Architectures: A Test of the Mirroring Hypothesis. Research Policy, 41(8), 1309–1324. https://doi.org/10.1016/j.respol.2012.04.011
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DiMaggio & Powell 1983 — imitation under uncertainty
DiMaggio, P. J. & Powell, W. W. (1983). The Iron Cage Revisited: Institutional Isomorphism and Collective Rationality in Organizational Fields. American Sociological Review, 48(2), 147–160. https://doi.org/10.2307/2095101
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Abrahamson 1991 — management fashion
Abrahamson, E. (1991). Managerial Fads and Fashions: The Diffusion and Rejection of Innovations. Academy of Management Review, 16(3), 586–612. https://doi.org/10.2307/258919
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Argyris 1977 — double-loop learning
Argyris, C. (1977). Double Loop Learning in Organizations. Harvard Business Review, 55(5) [Sep–Oct 1977], 115–125.
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Senge 1990 — systems thinking
Senge, P. M. (1990). The Fifth Discipline: The Art and Practice of the Learning Organization. Doubleday/Currency, New York.
Listen first, then build — three models View Details
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Kolb 1984 — experiential learning
Kolb, D. A. (1984). Experiential Learning: Experience as the Source of Learning and Development. Prentice-Hall, Englewood Cliffs, NJ. 256pp.
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Wood, Bruner & Ross 1976 — scaffolding
Wood, D., Bruner, J. S. & Ross, G. (1976). The Role of Tutoring in Problem Solving. Journal of Child Psychology and Psychiatry, 17(2), 89–100. https://doi.org/10.1111/j.1469-7610.1976.tb00381.x
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Baldwin & Ford 1988 — transfer of training
Baldwin, T. T. & Ford, J. K. (1988). Transfer of Training: A Review and Directions for Future Research. Personnel Psychology, 41(1), 63–105. https://doi.org/10.1111/j.1744-6570.1988.tb00632.x
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Arthur et al. 2003 — meta-analysis of training effectiveness
Arthur, W. Jr., Bennett, W. Jr., Edens, P. S. & Bell, S. T. (2003). Effectiveness of Training in Organizations: A Meta-Analysis of Design and Evaluation Features. Journal of Applied Psychology, 88(2), 234–245. https://doi.org/10.1037/0021-9010.88.2.234
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Salas et al. 2012 — the science of training
Salas, E., Tannenbaum, S. I., Kraiger, K. & Smith-Jentsch, K. A. (2012). The Science of Training and Development in Organizations: What Matters in Practice. Psychological Science in the Public Interest, 13(2), 74–101. https://doi.org/10.1177/1529100612436661
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Theeboom et al. 2014 — meta-analysis of coaching
Theeboom, T., Beersma, B. & van Vianen, A. E. M. (2014). Does Coaching Work? A Meta-Analysis on the Effects of Coaching on Individual Level Outcomes in an Organizational Context. The Journal of Positive Psychology, 9(1), 1–18. https://doi.org/10.1080/17439760.2013.837499
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Jones et al. 2016 — meta-analysis of coaching
Jones, R. J., Woods, S. A. & Guillaume, Y. R. F. (2016). The Effectiveness of Workplace Coaching: A Meta-Analysis of Learning and Performance Outcomes from Coaching. Journal of Occupational and Organizational Psychology, 89(2), 249–277. https://doi.org/10.1111/joop.12119
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Schein 1969 — process consultation
Schein, E. H. (1969). Process Consultation: Its Role in Organization Development. Addison-Wesley, Reading, MA.
A stronger lineup for development and well-being View Details
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Becker 1964 — human capital
Becker, G. S. (1964). Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education. University of Chicago Press, Chicago.
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Herzberg 1968 — motivators and hygiene factors
Herzberg, F. (1968). One More Time: How Do You Motivate Employees? Harvard Business Review, 46(1).
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Eisenberger et al. 1986 — perceived organizational support
Eisenberger, R., Huntington, R., Hutchison, S. & Sowa, D. (1986). Perceived Organizational Support. Journal of Applied Psychology, 71(3), 500–507. https://doi.org/10.1037/0021-9010.71.3.500
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Ryan & Deci 2000 — self-determination theory
Ryan, R. M. & Deci, E. L. (2000). Self-Determination Theory and the Facilitation of Intrinsic Motivation, Social Development, and Well-Being. American Psychologist, 55(1), 68–78. https://doi.org/10.1037/0003-066X.55.1.68
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Edmondson 1999 — psychological safety
Edmondson, A. C. (1999). Psychological Safety and Learning Behavior in Work Teams. Administrative Science Quarterly, 44(2), 350–383. https://doi.org/10.2307/2666999
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Spence 1973 — signaling — as an analogy
Spence, A. M. (1973). Job Market Signaling. Quarterly Journal of Economics, 87(3), 355–374. https://doi.org/10.2307/1882010
Statistics
Statistics sources
The public statistics we refer to on this site, with their sources. Figures, survey years and retrieval dates are shown only after we have checked the primary source.
Adult skills compared internationally — Japan ranks high
PIAAC Cycle 2 (2022-23 fieldwork, published 2024-12-10; 31 countries/economies, ~160,000 adults): Japan ranked 2nd in both literacy (289) and numeracy (291). Across the OECD, only Finland and Denmark showed statistically significant literacy gains; the bottom 10% of performers declined while the top 10% improved, widening within-country inequality
EU AI Act, Article 4 — AI literacy
EU AI Act (Regulation (EU) 2024/1689) Article 4: providers and deployers of AI systems shall take measures to ensure, to their best extent, a sufficient level of AI literacy of staff and other persons operating/using AI systems on their behalf. Per Article 113(a), Chapters I and II (which include Article 4) apply from 2 February 2025. This is EU law and does not automatically apply to companies in Japan.
Continuing vocational training in EU enterprises
EU: 67.4% of enterprises with 10+ employees provided continuing vocational training (down from 70.5% in 2015); 42.4% of persons employed across all enterprises participated in CVT courses (2020, Eurostat CVTS)
Adult literacy in the US
US: share of adults (ages 16-65) at or below Level 1 in literacy rose from 19% (2017) to 28% (2023) — NCES PIAAC 2023
Share of establishments reporting problems with human resource development, and why
79.9% of establishments in Japan report some problem with human resource development. Among those establishments, the problems cited (multiple answers) are a shortage of people who can train others (59.5%), people leaving after being trained (54.7%) and no time for development (47.4%) (FY2024 survey, establishment survey)
Spending per employee on off-the-job training in Japan
Among firms that spent, average OFF-JT cost per worker was JPY 15,000; self-development support was JPY 4,000 (FY2023 actual)
Turnover among young workers
40.9% of establishments (with young workers) had a young worker who voluntarily quit in the past year (Oct 2022-Sep 2023) (FY2023 Young Worker Employment Survey, establishment survey)
Shortage of people to lead DX
62.1% of companies in Japan report a "severe shortage" of people to drive digital transformation (FY2023; IPA DX Trends 2024 survey, 1,013 responding companies)
Where IT professionals work: Japan vs. the US
IT professionals as share of labor force: Japan 2.2% (2020 Census, 1.2539M/57.674M) vs. US 3.7% (2023 Occupational Employment and Wage Statistics, 5.590M/151.854M)
Digital Skill Standards for all business people
IPA published Digital Skill Standards (DSS) ver. 2.0 on 16 April 2026. The DX Literacy Standard is defined as skills that all business persons should acquire. Notes on generative AI were added to the existing standard in August 2023 and July 2024.
Growth in personal use of generative AI, compared internationally
Individual generative-AI usage experience in Japan: 26.7% (FY2024 survey) to 58.8% (FY2025 survey). FY2024 international comparison: US 68.8% / Germany 59.2% / China 81.2%
Business use of generative AI
86.4% of Japanese firms use generative AI in one or more business functions (FY2025 enterprise survey)
Public frameworks for human capital disclosure in Japan
Companies filing Annual Securities Reports in Japan must describe their human resource development policy and internal environment improvement policy in the sustainability section (Cabinet Office Ordinance amendment, promulgated and effective 31 January 2023; applies from fiscal years ending on or after 31 March 2023). Related: the Cabinet Secretariat's Guidelines for Human Capital Visualization (30 August 2022).
Update policy
References and statistics are reviewed periodically. Older data is marked as such.
- Statistics are updated to the latest published year, with the retrieval date shown
- New references are added only after checking the bibliography, and only for one-sentence claims
- Each update re-checks that claims stay within what the literature supports
- Unverifiable figures or "laws" are removed promptly when pointed out
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