Denis Davydov · risk management

Denis Davydov

  • Risk management
  • Banking
  • Restructuring
  • Corporate finance
  • Project management
  • Credit processes
  • Digital transformation
  • Process optimisation
  • AI-based risk management tools

20+ years in the banking sector, including 9 years in risk expertise and portfolio monitoring for corporate clients, and the last 4 years leading the retail risk function (a division of 55). Owned credit decision strategy, scoring and anti-fraud, IRB methodology, and management reporting on PD, LGD, EAD, AR, RR and CoR.

  • Moscow
  • 20+ yrs in banking
  • Teams of up to 55
  • English · C1
  • Python · SQL

Results

My work in numbers

Key effects from the last two roles: moving retail underwriting to automated decisions, rebuilding the risk strategy, and holding turnaround discipline on corporate risk reviews.

Manual underwriting

≈0%

Completed the transition to an automated decision-making process for retail applications.

manual review automated decision

Decision time

15 min

Average time to a credit decision on an application after process automation.

2 days 15 minutes

Approval Rate

+10 pp

Effect of the updated risk strategy with no increase in portfolio risk level.

CoR on new originations < 1%

Investment deals

Top-20

Contributed to structuring investment-project financing for the largest clients in the bank's loan portfolio.

agribusiness · residential construction · M&A

Risk review SLA

95%

SLA compliance on corporate deal review turnaround, including peak workload periods.

team of 15 risk managers

Anti-fraud replacement

1 framework

Application anti-fraud moved onto new software: from business requirements and vendor selection through to process migration.

requirements selection migration

Experience

Employment

Sep 2022 — Jul 2026Russian Agriculture Bank, Moscow

Head of Retail Risk / CRO

Division of 55 employees

Overall leadership of the retail risk function: methodology, risk analytics and risk technology, underwriting, and engagement with credit bureaus.

Scope of responsibility

  • credit decision strategy and limit policy across the full retail lending product line
  • procedures for applying scoring models and application routing schemes
  • anti-fraud framework for credit applications
  • coordination of risk methodology development and risk modelling for the IRB approach
  • management reporting on risk levels and the risk-strategy funnel using PD, LGD, EAD, AR, RR, CoR and other metrics
  • assessment of the feasibility and economic impact of connecting external and internal data sources

Key achievements

  • completed the transition to an automated decision-making process: the share of manual underwriting reduced to nearly 0%, average decision time cut from 2 days to 15 minutes
  • +10 pp to the Approval Rate under the updated risk strategy with no increase in risk level (CoR on new originations < 1%)
  • delivered the import substitution of the application anti-fraud system: from business requirements and vendor selection through to migrating processes onto the new software
  • built management reporting on risk levels and the risk-strategy funnel in PD, LGD, EAD, AR, RR and CoR metrics — a single view of risk for the business and the committees

From December 2024 to February 2026, concurrently headed the Financial Risk Department: market risk, liquidity risk, IRRBB and stress testing. Member of the Retail Business Development Committee (since September 2022) and the Asset and Liability Committee, ALCO (since December 2024).

Jul 2016 — Sep 2022Russian Agriculture Bank, Moscow

Deputy Head of Corporate Credit Risk Assessment Department, CIB

Career path: Chief Specialist → Head of Unit → Deputy Head of Department

Organising risk expertise for credit decisions on CIB clients, leading a team of 15 corporate risk managers, and developing approaches to industry and client risk assessment.

Scope of responsibility

  • assessment of the Bank's credit and market risk exposure on complex credit transactions, participation in structuring corporate lending deals, administration of the bank's credit policy
  • proposals on the covenant package, monitoring covenant compliance, analysis of breach causes and measures to mitigate risk
  • analysis of borrowers' and groups' financial and operating performance (RAS, IFRS), building and reviewing financial models, forecast balance sheets, P&L and cash flows
  • control over the volume of non-performing exposure, identification of clients requiring heightened attention, recommendations on distressed debt recovery strategy
  • presenting the risk position at credit committees and in interaction with the bank's business units
  • methodology and the internal regulatory framework, monitoring of lending activity across branches, training and mentoring of risk managers

Key achievements

  • maintained 95% SLA compliance, including during peak workload periods
  • contributed to structuring transactions financing investment projects in agribusiness and multi-unit residential construction, as well as M&A deals, for top-20 clients in the Bank's loan portfolio
  • implemented a platform for collecting, recording, storing and analysing Credit Risk Premium (CRP) values — substantially reducing the time spent retrieving information from unstructured sources
  • automated the collection of daily risk reporting in Java — a transparent view of risk managers' workload and control over review turnaround SLAs
  • initiated a review of hedging approaches for transactions involving financial instruments and expanded limit capacity in favour of derivatives
Jun 2006 — Jul 2015Russian banks · Orenburg, Moscow

Financial Analyst → Head of Credit Unit

Corporate lending: analysis of borrowers' financial and operating performance, preparation of credit opinions, then leadership of the credit unit.

Expertise

My professional field

The full risk-function cycle across two segments: the corporate portfolio — from borrower reporting analysis to deal structure; retail — from scoring strategy to the decision funnel and anti-fraud.

Corporate risk

Analysis of corporate and group financial performance

RAS and IFRS, analytical adjustments to statements, assessment of connected borrower groups.

Corporate risk

Financial models and stress testing

Scenario analysis, cash-flow modelling, forecast balance sheets and P&L, model validation.

Corporate risk

Deal structuring and independent risk review

Complex corporate transactions, internal credit ratings, restructuring, assessment of the impact of decisions on the bank's financial result.

Portfolio

Portfolio monitoring and covenants

Identification of distressed clients and clients requiring heightened attention; the covenant package: design, monitoring and handling of breaches.

Retail risk

Retail risk strategy and limit policy

Credit decision strategy across the full retail lending product line, management of Approval Rate and the cost of risk on new originations.

Retail risk

Scoring, application routing and anti-fraud

Procedures for applying scoring models, routing schemes, the application anti-fraud framework, work with credit bureaus and data sources.

Retail risk

IRB: methodology and modelling

Coordination of methodology and model development for the move to the internal ratings-based approach, validation and model quality control.

Reporting

Risk metrics and management reporting

The risk-strategy funnel and risk levels in PD, LGD, EAD, AR, RR and CoR; reporting for the business, the committees and ALCO.

Methodology

Methodology and the internal regulatory framework

Credit policy, internal regulations, credit process rules and their optimisation.

Team

Team leadership and mentoring

Teams of up to 55 people, employee training, presenting the risk position at credit committees.

Dedicated track

Automation and digital transformation of risk processes

I run these programmes end to end: business requirements, vendor selection, acceptance testing, migration, and control over the effect on turnaround, risk and process cost.

  • automated credit decisioning: rules, routing, moving away from manual underwriting
  • import substitution and implementation of application anti-fraud systems
  • a platform for recording and analysing Credit Risk Premium (CRP) values
  • automation of daily risk reporting and SLA control
  • assessment of the economic impact of connecting data sources
  • AI-based risk management tools, Python / SQL analytics stack
PD · LGD · EADAR · RR · CoRIRBRAS / IFRSScoring & routingAnti-fraudCredit bureausCovenantsStress testingRestructuringIRRBBALCODistressed debt

Industry expertise

  • Agribusiness · development and infrastructure · wholesale and retail trade · power generation · oil and gas · transport

Education and tools

Profile

Education

BS, Banking and Financial Support Services
Orenburg State University (OSU), Faculty of Finance and Economics 2000 — 2005
Postgraduate studies
Orenburg State University (OSU) 2005 — 2007

Certificates and languages

Google Project Management Professional
Dec 2021
Financial Modeling Foundations
Aug 2020
Languages
Russian — native · English — C1 · German — basic

Technology

Analytics stack
Python (pandas, NumPy, JupyterLab), SQL
Development
Basic PHP, JS, HTML; risk reporting automated in Java
Systems
Linux, Windows, Microsoft Office, Prezi, Lotus, CFT banking software
Outside work
Fishing, sport

Contact

Happy to talk

Telegram is the fastest way to reach me. Before calling, please drop me a message first.

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Moscow · Telegram @denisdev

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phone · email · Telegram · LinkedIn
Denis Davydov · risk managementMoscow @denisdev linkedin.com/in/denisdavydovbanking