• From Finance Fraud Investigations to Blockchain Forensics Careers: Can Banking Experience Transfer to Crypto?

    Abdil Hamid

    Abdil Hamid

    @ForensicBlockSmith
    Updated: Jan 16, 2026
    Views: 1.4K

    I’ve been in investment banking for ~10 years doing fraud/suspicious transaction investigations (alerts, case notes, escalation, STR/SAR-style thinking).

    I’m now trying to move into blockchain forensics / crypto investigations — tracing wallets, mapping scam flows, and supporting AML/investigations teams at exchanges, analytics firms, or incident response shops.

    My confusion: does banking investigations experience genuinely transfer, or do hiring teams treat it as “nice but irrelevant” unless you’ve done on-chain work?

    Also: what’s the right starting point without wasting months? Should I learn the foundations first (UTXO vs account model, mixers, bridges, DeFi mechanics), or jump into tools (Chainalysis Reactor / TRM / Elliptic) and learn by doing?

    If you’ve made this switch (or hired for it), I’d love to know:
    (1) which skills mapped directly, (2) what surprised you in crypto fraud patterns vs TradFi, and (3) what courses/certs/communities actually helped (not just “nice to have”).

    5
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  • MakerInProgress

    @MakerInProgress1yr

    If you’re coming from financial crime investigations, the switch is very doable — but here’s the honest bit: your background is an edge only if you can show on-chain thinking, not just “I did fraud cases in banking.”

    The overlap is real: following value flows, forming hypotheses, documenting reasoning, escalation judgment, pattern recognition. The gap is also real: wallet behavior isn’t account behavior. You’ll run into clustering heuristics, gas/fees, mixers, bridges, peel chains, dusting, DeFi hops, and “the money moved but the actor didn’t” situations.

    If you want an efficient path: learn basics first (UTXO vs account model, how explorers read, what a bridge is, what a DEX swap looks like), then practice on public cases using explorers + simple spreadsheets before obsessing over paid tools. Tools like Reactor/TRM/Elliptic help you go faster, but they don’t replace judgment — and many people can’t access them unless they’re already in a role.

    What hiring managers love is proof: pick 2–3 public scam/rug cases, write a short case brief (timeline, clusters, assumptions, limitations, where you’d request off-chain data). That immediately separates you from “took a course” profiles.

  • Abdil Hamid

    @ForensicBlockSmith1yr

    This is helpful. One practical thing I’m stuck on: how do you get hands-on practice without access to Chainalysis/TRM? Most job posts mention them, but I’m not sure how candidates are expected to demonstrate ability.

    Also, in your view, what roles are the best “entry bridge” from banking investigations — exchange investigations/AML ops, compliance analytics, threat intel, or something else?

  • MakerInProgress

    @MakerInProgress1yr

    Yeah — I’d avoid the huge “here are 25 random forums” approach. For this niche, staying updated usually means following the right reports + being in a few practitioner circles, not joining everything.

    A few places that consistently produce signal:

    • ACAMS (crypto/financial crime webinars, local chapters, practitioners who actually hire).

    • Vendor webinars + research from Chainalysis / TRM / Elliptic — even if you don’t have tool access, their case studies teach real typologies.

    • Public sector / research reports (Europol-style threat reports, ransomware typologies, laundering patterns) — these are gold for “how investigators think.”

    • OSINT communities (because on-chain forensics is usually half on-chain, half off-chain identity work).

    • Technical Q&A spaces like Bitcoin StackExchange / Ethereum developer forums for the mechanics behind what you’re seeing on-chain.

    If your goal is networking: don’t just lurk. Post one small case note a month (“here’s the flow I observed + what I’m unsure about”). That’s how you get DMs from the right people.

  • DeFiArchitect

    @DeFiArchitect6d

    If you’re coming from banking fraud/STR work, here’s a practical way to switch without wasting months.

    30-day ramp (no paid tools needed): Week 1: Learn the mechanics you’ll see daily in crypto investigations (UTXO vs account model, what a bridge looks like, DEX swap vs simple transfer, mixer basics). Week 2: Do wallet tracing on 2 public cases using explorers (Etherscan/Blockchair) + a spreadsheet. Focus on how value moves, not “who is who.” Week 3: Write 2 short case briefs (this becomes your portfolio). Week 4: Start mapping “banking instincts → on-chain equivalents” (layering, rapid hops, peel chains, cash-out points, OTC/exchange exposure, mule patterns).

    Case brief template (keep it 1–2 pages):

    Case link/source + what happened (2 lines)

    Hypothesis (what you think the actor is doing)

    Key tx hashes + addresses (top 5–10 only)

    Flow summary (where funds came from → where they went)

    Typology tags (scam, laundering, bridge hop, mixer, cash-out)

    Off-chain requests you’d make (KYC, IP/device, withdrawal logs)

    Assumptions + limitations (what you can’t prove from chain alone)

    Conclusion: 3 bullets + next actions

    If you do just 2–3 briefs like this, you’ll look “hire-ready” for blockchain forensics / crypto investigations faster than collecting random certs.

  • Shubhada Pande

    @ShubhadaJP6d

    What I’ve noticed when people switch from banking fraud/AML → crypto forensics is this: the investigation mindset transfers almost 1:1, but the evidence layer changes. In TradFi you start with accounts + internal logs. In crypto you start with public flows and you earn the right to ask for off-chain data later (KYC, withdrawal logs, device/IP, support tickets).

    So if you’re making this switch, don’t brand yourself as “new to crypto.” Brand yourself as “already trained in casework + escalation judgment,” and show you’ve started building the on-chain muscle. 

    The fastest proof is boring but effective: pick 2 public scam/rug cases and write short briefs (flow, assumptions, what you’d request off-chain, what’s uncertain). That’s the difference between “I took a course” and “I can work cases.”

    If you want to go deeper, a few related hubs/threads we keep updating: https://artofblockchain.club/discussion/proof-based-hiring-in-web3

    https://artofblockchain.club/discussion/job-search-web3-career-navigation-hub

    https://artofblockchain.club/discussion/salary-tokens-compensation-hub

    If anyone here has actually worked investigations inside an exchange / analytics team: what did you expect from candidates before they ever touched Chainalysis/TRM?

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