Data Team in Clinical Org

01/27/2022 Compiled by Valmeek Kudesia; accumulated from experience

Vision

Everyday, every clinician has the right knowledge, performs the right actions in the right systems to provide the best care for vulnerable individuals

Mission

Inform every (clinical) decision and guide every (clinical) action in order to achieve a cohesive Clinical model and best outcome for patients/members and organization

Goals

  • Deliver insights and action guidance for high-value areas that are consumed by org

  • Maintain on-demand/self-service knowledge service with high adoption as the primary method to inform clinical decisions and guide clinical actions towards a cohesive Clinical model

  • Cultivate clinician mastery of on-demand/self-service knowledge delivery and data fluency

  • Deploy focused effort to meet specific high-value needs and thereby expand the capability of self-service knowledge

  • Cultivate and manage process guardrails for Clinical actions and documentation in systems such that the correct actions and documentation are guided to the correct system

Objectives and Strategy

  • Deploy cloud-based platforms fit-for-purpose

  • Generate actionable insights for high-value topics

  • Deploy programming to promote data-informed & process-guided culture at organization that ensures uptake of insights & action guidance

  • Hire & retain small team with right portfolio of talents and roles

  • Raise organization profile in broader tech/DS/healthcare community

Culture

Team is 1st High Expectation Customer

  • Acknowledge current state of healthcare system complex and unable to fully describe it's own complexity, therefore

    • Accept that extracted/derived user stories, requirements will always be incomplete

    • Team must have hybrid clinical + tech expertise ➡ have intrinsic sense of the system "how ought to be" or *could be*

    • How well our team understands holistic end-state, communicates, builds ➡ the simplifying power of our work vs "tech-enable" the broken

      • The nature of our team ➡ the nature of our work provided for clinicians

      • Virtuous cycle (easy, simplifies, perceptive) in team ➡ virtuous cycle for clinicians

  • Our Team is a “learning place” ➡ learn, make mistakes, ask for help

  • “Stand for each other” ➡ psychological safety ➡ high-performing-team

  • Value freedom and responsibility over rigidity

High Value for Green Work

  • Green Work" - want/ought to do

    • [[make-the-problem-obsolete]] ➡ reshape tomorrow

    • Help/teach teammate

    • Understand own work, team's work, big picture, how future could/ought to be

    • Simplify the work of our team

    • Maintain state of "low confusion" and "easy to know" for team

  • Minimize yellow (must do, for now)

  • Eliminate/automate red (ought NOT do)

Change Simplifies

  • Change will always happen

  • Use each change to find what can stay the same in solution

  • Solve for change in way that optimizes what can stay the same for the next change thereby [[maximize-the-work-not-done]]

  • Welcome system-wide design via insight through making that prompt redesign for simplification

Culture in Action

Own Our Time

  • "Meetings" ≠ right work; sometimes right work needs "meetings"

  • Evaluate new work as a team

    • Priority, green-ness, impact on teammates

    • Use new work ➡ move towards *how things ought to be*

    • Dedicate time for ([[learning-requires-metacognition]])

      • Thinking, working, learning, designing

      • Capture, describe work and actions

      • Communicate, plan, share knowledge

Employ the [[power-of-stop]]

  • If confusion, collision, duplication, or opportunity (e.g. growth, simplification) ➡ stop to understand

  • Stop to understand ➡ call on team ➡ define way forward (including stop doing something)

  • Stop to traverse [[levels-of-perspective-and-action-modes]]

  • Stop to understand (green work) ➡ shape facts of tomorrow (green work) ➡ lead change (green work)

Make Knowing Easy

  • Heavily inspired by Gitlab Handbook

  • Resist fragmentation: [[frenetic-pace-of-business-false-justification]]

  • Optimize for easy self-service and easy self-learning; faster we know, the faster we choose wisely

    • Make easy to know who is doing what, why, waiting on whom

    • Capture and maintenance of knowledge is "always-on" requirement of every role

    • Strongly favor work-focused discussions, tasks, knowledge collection performed in view of whole team so that all can learn vs small group

      • If have question ➡ 1st check documentation; if answer not found or not available ➡ ask in public ➡ document answers or connect to existing answers to pay it forward

      • If answering question ➡ answer with a link to documentation; pays it forward

      • Say thanks in public

    • Team experience and product ➡ is more inclusive; significantly fewer interruptions ➡ more "flow", better designs ➡ more good work

How We Build and Create

  • Be Transformative

    • Align actions and solution with how “things ought to be” vs “things are right now”

    • Lower the threshold for inclusion; within and external to the team

  • Incrementalism Over Ad-Hoc

    • Learn everything about our stakeholders’ problems and what is useful

    • Incrementally meet needs on an-ongoing basis instead of ad-hoc

    • Make reversible decisions

    • Iterate deliberately

  • Minimum Viable Change/Product/Growth Over POC

  • Focus on what we can control; start with *something*

    • Start sooner, simpler with less ➡ learn sooner ➡ do better sooner

    • Strongly favor tangible, smaller solution focused on problem kernel that "aims" toward how "things ought to be" instead of more complete but theoretical elegant solution

    • See work/product in action, reflection to [[insight-through-making]]

    • Design for change, failure

    • First optimize for speed and results, then scale

  • High Performance Small Team

    • No costly infrastructure/tooling; heavily favor open source

    • Operate with the minimum amount of resources; [[maximize-the-work-not-done]]