Management

OKRs & KPIs

  1. 1.
    ​Metrics vs KRs - boils down to a starting value.
  2. 2.
    ​OKRs vs KPIs by filipe castro, 1, 2, 3​

Data Science OKR KPI

  1. 1.
    ​OKR vs KPI, strategic vs tactical
  2. 3.
    ​Comet ml on medium​
by Cecelia Shao Comet ml​

Management

  1. 3.
    7 leadership styles (similar to the above)
  2. 4.
    ​The secret sauce of DS management by Shir Meir Lador

Project Management

  1. 2.
    ​Lessons learned leading AI teams, by Shir Meir Lador
  2. 3.
    How to avoid conflicts and delays in the AI development Part 1, Part 2, by Shir Meir Lador

Building Teams

  1. 1.
    Conway's law "Organizations which design systems are constrained to produce designs which are copies of the communication structures of these organizations."
  2. 2.
    1. 1.
    2. 2.
      DS are "Complicated Subsystem team: Phd Level, great expertise, in depth knowledge.
    3. 3.
      feature teams are "Stream-aligned team"
    4. 4.
      enabling teams help bridge the gap in knowledge for feature teams, such as architecture
    5. 5.
      platform team - providing a platform to speed up feature teams.
  3. 3.
    ​team topologies article - A complicated-subsystem team is responsible for building and maintaining a part of the system that depends heavily on specialist knowledge, to the extent that most team members must be specialists in that area of knowledge in order to understand and make changes to the subsystem. [1]
  4. 4.
    ​atlassian - "it's important to understand that not every team shares the same goals, or will use the same practices and tools. Even the way a team is composed shouldn’t be standardized. Different teams require different structures, depending on the greater context of the company and its appetite for change. "
  5. 5.
    ​good article that talks about conway's law and team topologies by mark mishaev
    1. 1.
      Quote "The goal of this team is to reduce the cognitive load of stream-aligned teams working on systems that include or use the complicated subsystem. The team handles the subsystem complexity via specific capabilities and expertise that are typically hard to find or grow.
      Examples of complicated subsystems might include face-recognition algorithms, machine learning approaches, real-time devices drivers, digital signal processing, or any other expertise-based capability that would be hard to embed directly within the stream-aligned team"
  6. 6.
    ​another good article by Ryan Dawson
    β€œOrganizations not only need to strive for autonomous teams, they also need to continuously think about and evolve themselves in order to deliver value quickly to customers” β€” Team Topologies
[1] Book: Skelton, Matthew, and Manuel Pais. Team Topologies: Organizing Business and Technology Teams for Fast Flow. IT Revolution Press, 2019.

Working with partners

Culture building

Settings standarts

Career development

  1. 2.
    ​for junior DS​

Books

  1. 1.
    People management
    1. 1.
      (good) the effective manager
    2. 2.
      radical candor
    3. 3.
      managing humans
  2. 2.
    Company Management
    1. 1.
      The CEO within
    2. 2.
      business without the bullshit
  3. 3.
    Collaborations and influence
    1. 1.
      (good) crucial conversations, 1, 2, 3​
  4. 4.
    Negotiations
    1. 1.
      never split the difference. TLDR, summary, summary & commentary , summary, 2, 3, 4, youtube, chris voss, 2, 3​
  5. 5.
    Manipulations
    1. 1.
      The prince, 1, 2, 3
    2. 2.
      ​The 48 Laws of Power - β€œAmoral, cunning, ruthless, and instructive, this multi-million-copy New York Times bestseller is the definitive manual for anyone interested in gaining, observing, or defending against ultimate control – from the author of The Laws of Human Nature.
  6. 6.
    Others
    1. 1.
      (good) High output management
    2. 2.
      multipliers,
    3. 3.
      radical candor,
    4. 4.
      Trillion dollar coach,
    5. 5.
      The HP way,
    6. 6.
      How to measure anything,
    7. 7.
      Mindset,
    8. 8.
      (good) The hard thing about hard things