Or: The pursuit of excellence
"There are order-of-magnitude differences among programmers" has been confirmed by many other studies of professional programmers (Curtis 1981, Mills 1983, DeMarco and Lister 1985, Curtis et al. 1986, Card 1987, Boehm and Papaccio 1988, Valett and McGarry 1989, Boehm et al 2000). https://cacm.acm.org/blogs/blog-cacm/180512-is-there-a-10x-gap-between-best-and-average-programmers-and-how-did-it-get-there/fulltext
Possible explanation: other factors at play: e.g., learning (quality of experience)
Just observational data!
work and private life/technology intertwine (social media, e-mail, advertising,...) human attention: scarce commodity Social media firms/platforms: Data > Attention > Action (monetization) (personalization) Goleman: - feedback (e.g., radiologists have a hard time learning from predictions - AI has much better conditions) - apprenticeship / working with good people (Roche: academic supervisors) shallow vs deep work (meetings, ...) https://www.samuelthomasdavies.com/book-summaries/business/deep-work/ Revisit knowledge management (Luhman: Bsp. aus der Wissenschaft, Prinzipien: in obsidian, Beispiel für individuelle Arbeit mit hohem Output/impact) TODO : add Flow
RCT/CONSORT Leroy: Aufmerksamkeitsverzögerung („attention residue“) Introduce method: experiment (using a good example)
Stress, errors In some cases: creativity/productivity https://link.springer.com/article/10.1007/BF00309260 https://dl.acm.org/doi/abs/10.1145/1357054.1357072
A programmer is a machine that turns coffeine into code - A holistic framework for action/intervention https://en.wikipedia.org/wiki/Embodied_cognition
(Varela et al. 1991) Examples: - feeling more confident when you raise your arms (physical -> emotional) - smiling when you are happy (different areas of the body are active for different emotions) - scoring better on IQ tests in nicer environments (environment -> ) DeMarco-Peopleware.png What can be done in practice - Focused work, blocker/self-commitment devices ("combating distraction/interruptions") - self-commitment devices/blockers (maybe show an odysseus image) - Cognition is shaped by sensory and motor systems - Sustainability (not getting fired, not dying) https://www.steelcase.com/asia-en/research/articles/topics/wellbeing/a-holistic-view-body-mind-environment/ “Western culture typically views the mind, the body and the environment separately, but science is showing that they are intricately linked, as Eastern cultures have long known.” our senses impact cognition
- self-tracking - PA effects
Story/example: if we find that highly helpful researchers have highly productive coauthors, that does not tell us whether their productivity is caused by the helpfulness or by other factors (endogenous, such as selection)
Innovation and helpfulness (as key impacts of star performers) - Innovation: meeting people/sharing ideas and recombining them - Introduce method: natural experiments of startups/coworking spaces and scientists: disentangling causality
## Digital leadership (skills of the individual) - Use the ICIS paper (Digital literacy for business leaders and managers) - Cover advantages of (different forms of) networking, mentoring (influencing others without referring to formal hierarchies) ## Exercise and homework **Exercise**: have students do research on what distinguishes a 10x developer (understanding story telling in the practitioner community) ## Materials - [ ] TODO - High variance in digital (knowledge) work performance compared to other forms of work (factor 10) networking/profile/self-branding (list platforms/facets - linkedIn profile workshop / github) EU framework: managing identity: ask students to create their CV/regularly update Star performers in knowledge work Reconceptualizing stars: Scientist helpfulness and peer performance (@MRoche: do you have an interesting suggestion?) -> show a fotograph (women leaders!) excellence in knowledge work (10x productive) - nice transition to teams (others)... the Book I have - billion-dollar coach?