I’m looking to build and run operational decision systems end to end - human-in-the-loop governance, append-only audit trails, and AI-assisted classification, then ship reliably into production. I want environments where decision architecture matters and teams stay accountable.
Victor Lipov
@victorlipov
Decision-systems engineer building audit-ready operational and AI decision software, shipping to production with human-in-the-loop control.
What I'm looking for
I build the operational systems a business runs on, and I run them. After fifteen-plus years in credit risk, I learned to turn messy inputs into decisions that survive an audit.
Now I build software the same way—hands-on—classifying inputs, keeping a human in control of what matters, and recording why every decision was made. As an Independent Software & Decision-Systems Consultant, I deliver end-to-end decision/triage pipelines, CRM and process automation, and multi-agent software-delivery pipelines that orchestrate decomposition, implementation, review, and shipping into production, with RAG/memory for the agents.
Earlier, I led credit-decision operations: onboarding and credit-committee approval workflows, an internal scoring model, and counterparty CRM linking transactions, limits, and external data. At EuroChem, I owned credit risk across regions and built a score → approve → control decision pipeline in production with automated scoring via external providers over API, plus automated control points and limit checks, supported by self-developed Python automation.
Experience
Work history, roles, and key accomplishments
Decision-Systems Consultant
Self Employed
Oct 2023 - Present (2 years 9 months)
Build and run operational decision systems for mid-market clients, from discovery to production deployment. Designed multi-agent delivery pipelines and decision/triage workflows with RAG/memory and auditability.
Head of Credit Risk & Receivables
Arvon Management Consulting
Oct 2022 - Feb 2023 (4 months)
Led a credit-decision operation from the ground up, including onboarding, credit-committee approval workflows, and an internal scoring model. Built a counterparty-card CRM connecting transactions, credit and insurance limits, and external data providers.
Head of Credit Risk Management
EuroChem Group
Aug 2019 - Oct 2022 (3 years 2 months)
Owned credit risk across the group and sales regions over a large trade-receivables portfolio. Built a production pipeline for score → approve → control, including automated API-based scoring, automated control/limit checks, and a segmented approval chain.
Credit Risk Manager
EuroChem Group
Aug 2017 - Aug 2019 (2 years)
Worked as a Credit Risk Manager at EuroChem Group.
Futures Trader
Independent
Dec 2013 - Jul 2017 (3 years 7 months)
Traded FORTS futures with disciplined risk management, including monthly limits and drawdown control. Reported returns using low-risk strategies across multiple years.
Corporate Lending & Credit Risk
UniCredit Bank
Jan 2007 - Jan 2013 (6 years)
Structured corporate and finance transactions including project finance, M&A, and debt restructuring up to €30M. Performed credit underwriting and supported collateral structuring with controls across Energy & Utilities and Oil & Gas.
IFRS Audit Assistant
Grant Thornton
Jan 2006 - Jan 2007 (1 year)
Supported loan-portfolio analysis and provisioning activities. Assisted with IFRS/RAS financial-statement audit work.
Education
Degrees, certifications, and relevant coursework
NOVA IMS Information Management School
Master of Science, Information Systems & Technologies Management
2022 - 2024
M.Sc. in Information Systems & Technologies Management. Thesis focused on business-process management and AI-supported decision engines.
New Economic School (NES)
Master of Arts, Finance & Economics
2010 - 2011
M.A. in Finance & Economics (2010–2011).
Siberian Federal University
Specialist in Economics, Economics
2000 - 2005
Specialist program in Economics (2000–2005).
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
victorlipov.comPortfolio
victorlipov.com/use-casesSalary expectations
Social media
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