---
title: "How Capital Markets Finance Protects Balance Sheet Returns"
description: "Capital markets finance must protect returns on a balance sheet exposed continuously to market, funding, and liquidity risk, while funding costs, capital consumption, and liquidity needs can change intraday. Fragmented desk P&L, treasury, and risk data require shared business context, with ontology and governance linking numbers to desks, products, positions, funding, capital, and permissions. Databricks’ Genie One is presented as a data-smart AI coworker that lets authorized finance users investigate governed data, trace emerging funding or profitability issues, and surface the definitions and source evidence behind capital and valuation figures. One top global bank reduced regulatory data processing for liquidity reporting from 10 hours to 8 minutes, while pricing, funding, risk, and capital decisions remain with accountable people."
---

# How Capital Markets Finance Protects Balance Sheet Returns

[Databricks](https://yomu.fyi/company/databricks) · Andrea DeSosa, Kim Hatton · Aug 25, 2026

**Type:** Problem & solution

## Summary

Capital markets finance must protect returns on a balance sheet exposed continuously to market, funding, and liquidity risk, while funding costs, capital consumption, and liquidity needs can change intraday. Fragmented desk P&L, treasury, and risk data require shared business context, with ontology and governance linking numbers to desks, products, positions, funding, capital, and permissions. Databricks’ Genie One is presented as a data-smart AI coworker that lets authorized finance users investigate governed data, trace emerging funding or profitability issues, and surface the definitions and source evidence behind capital and valuation figures. One top global bank reduced regulatory data processing for liquidity reporting from 10 hours to 8 minutes, while pricing, funding, risk, and capital decisions remain with accountable people.

## Context

Capital markets balance sheets carry continuous market, funding, and liquidity risk. Volatility, faster trading-book turnover, Basel III Endgame, FRTB, and AI-enabled workflows increase the speed and complexity of decisions affecting funding, capital, liquidity, and valuation. Finance also must reconcile numbers across desk P&L, treasury, risk, and regulatory reporting while explaining them to regulators, auditors, boards, and business leaders.

## Approach / What changed

The proposed approach combines governed enterprise data with business ontology, including standards such as FIBO and firm-specific definitions, to connect desks, products, instruments, positions, exposures, funding, capital, and permissions. Genie One uses that context to help authorized finance users investigate questions, trace funding and profitability drivers, retrieve source evidence and definitions, and coordinate follow-up work. Accountable leaders retain responsibility for pricing, funding, risk, and capital decisions.

## Takeaways

- FRTB standardized-approach effects on market-risk capital requirements depend on portfolio composition, jurisdiction, and modeling approach.
- Genie One can trace intraday funding usage and collateral movements to the positions, desks, and trades driving changes, rather than waiting for a periodic report.
- Genie One does not make pricing, funding, or capital decisions; those decisions remain with desks, treasury, and risk, while authorized finance users investigate and coordinate next steps.

**Tags:** [Data Pipelines](https://yomu.fyi/topic/data-pipelines), [LLMs](https://yomu.fyi/topic/llm), [Performance](https://yomu.fyi/topic/performance)

- Source: [Databricks](https://www.databricks.com/blog/how-capital-markets-finance-protects-balance-sheet-returns)
- Source URL: https://www.databricks.com/blog/how-capital-markets-finance-protects-balance-sheet-returns
- Ingested by Yomu: 2026-08-30T12:35:38.429Z

[Read original post](https://www.databricks.com/blog/how-capital-markets-finance-protects-balance-sheet-returns)