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Research & Data roadmap

People targeting research & data roles such as DeFi Analyst, Protocol Researcher, Onchain Data Analyst.

This is a lane-level planning guide, not a role-specific curriculum or a guaranteed path to a job. Starting point: Depth comes from definitions, caveats, and repeatable methods.

Milestones

  1. Stage 1 of 5

    Learn DeFi metrics and on-chain data limitations

    Learning focus

    Proof artifact

    Metric glossary

    Review criteria

    The metric glossary should be reviewable by someone else: it names its assumptions, matches the stated task, and could stand as a small piece of evidence on its own.

    Done when: You can produce the metric glossary without step-by-step guidance and could explain the decisions behind it.
  2. Stage 2 of 5

    Analyze one protocol using primary sources

    Learning focus

    Proof artifact

    Research notes

    Review criteria

    The research notes should be reviewable by someone else: it names its assumptions, matches the stated task, and could stand as a small piece of evidence on its own.

    Done when: You can produce the research notes without step-by-step guidance and could explain the decisions behind it.
  3. Stage 3 of 5

    Build one dashboard or spreadsheet model

    Learning focus

    Proof artifact

    Dashboard or model

    Review criteria

    The dashboard or model should be reviewable by someone else: it names its assumptions, matches the stated task, and could stand as a small piece of evidence on its own.

    Done when: You can produce the dashboard or model without step-by-step guidance and could explain the decisions behind it.
  4. Stage 4 of 5

    Write a risk-aware research memo

    Learning focus

    Proof artifact

    Memo with caveats

    Review criteria

    The memo with caveats should be reviewable by someone else: it names its assumptions, matches the stated task, and could stand as a small piece of evidence on its own.

    Done when: You can produce the memo with caveats without step-by-step guidance and could explain the decisions behind it.
  5. Stage 5 of 5

    Publish methodology and apply to analyst roles

    Learning focus

    Proof artifact

    Public research page

    Review criteria

    The public research page should be reviewable by someone else: it names its assumptions, matches the stated task, and could stand as a small piece of evidence on its own.

    Done when: You can produce the public research page without step-by-step guidance and could explain the decisions behind it.

Decision point after each milestone

After each milestone, check whether the output matches a role's proof standards on its role guide. If it does not, revisit the milestone before moving on; if a nearby role fits your evidence better, compare it before continuing.

Related roles in this lane

Turn milestones into evidence