Sectors

Financial workflows differ by institution. Their data architecture must reflect that.

Markets IQ builds the data layer beneath institutional financial workflows. The work begins with the records each institution manages, the calculations those records support, and the controls required before an output reaches a committee, management team, auditor, or authority.

The same engineering principles apply across sectors: preserve source records, resolve business identities, reconcile data before calculation, version rules and assumptions, route exceptions, and connect outputs to their supporting evidence.

Select a sector to see the workflows where these principles are applied.

Banking

Data architecture for credit, balance-sheet, and finance operations

Banking decisions draw from core ledgers, treasury systems, borrower submissions, credit files, collateral records, legal documents, market inputs, and regulatory parameters. These sources frequently use different product codes, facility identifiers, account definitions, repricing conventions, and reporting periods.

Markets IQ connects those records before they enter calculations or approval workflows. The architecture establishes common borrower, facility, instrument, position, cash-flow, covenant, collateral, and scenario records while preserving the values received from each source.

This allows credit, finance, treasury, and risk teams to use the same institutional definitions across analysis, monitoring, committee review, and reporting.

Banking workflows we engineer
Borrower data ingestion and financial spreading
Credit analysis, projections, adjustments, and approval records
Covenant testing, waivers, exceptions, and early-warning monitoring
Portfolio credit monitoring and concentration analysis
Position, funding, repricing, and contractual cash-flow management
Interest-rate, liquidity, earnings, and economic-value scenarios
Collateral and real estate cash-flow analysis
Regulatory parameter control and reporting evidence
Credit and asset-liability committee packages
Relevant systems
Asset Management

Consistent investment, valuation, and portfolio records across reporting periods

Asset management workflows combine accounting records, administrator and custodian files, manager submissions, investment documents, valuation models, portfolio-company reporting, property data, and external reference sources.

Identifiers, classifications, ownership records, valuation assumptions, and reporting dates often vary across these inputs. Reviewers then spend substantial effort reconstructing the relationship between a reported value and its underlying cash flows, methodology, assumptions, adjustments, and approvals.

Markets IQ structures these inputs around common investment, instrument, position, transaction, cash-flow, valuation, and review records. Original source values remain available while approved mappings and calculation rules create consistent portfolio definitions.

Asset management workflows we engineer
Investment, instrument, position, and transaction normalization
Administrator, custodian, manager, and accounting reconciliation
Alternative asset valuation input and methodology control
Enterprise valuation and operating-scenario management
Portfolio-company financial and operating data collection
Private credit spreading and covenant monitoring
Real estate asset monitoring and portfolio aggregation
Liquidity and rate-exposure analysis for applicable mandates
Investment committee and reporting datasets
Source-linked document review and evidence retrieval
Relevant systems
Private Markets

A persistent investment record across the holding period

Private markets workflows combine portfolio-company financial statements, operating models, debt agreements, ownership records, investment memoranda, property files, covenant tests, valuation workbooks, and committee materials.

The assumptions approved during underwriting frequently become separated from the information used during monitoring, covenant review, valuation, and exit planning. Portfolio companies also submit data through different templates, definitions, and reporting calendars.

Markets IQ creates a persistent investment record that connects the original evidence, approved assumptions, financing structure, operating performance, covenant status, valuation history, strategic milestones, exceptions, and committee decisions.

The manager gains continuity across workflows while asset-specific terms remain available through controlled extensions to the common model.

Private markets workflows we engineer
Investment underwriting records and committee snapshots
Portfolio-company financial and operating data normalization
Private credit spreading and facility monitoring
Covenant testing, waivers, cures, and exception management
Contractual cash-flow, default, prepayment, and recovery scenarios
Enterprise and alternative-asset valuation control
Property acquisition, development, conversion, and operating analysis
Investment-thesis assumptions and execution milestones
Portfolio review and reporting datasets
Source-linked investment and committee documentation
Relevant systems
Corporates

Connected evidence for trade, planning, strategy, treasury, and real estate

Corporate decisions draw from enterprise systems, engineering records, supplier files, operating models, treasury data, contracts, property records, regulatory sources, and management assumptions.

Each function maintains its own identifiers, periods, classifications, and approval process. Important calculations then depend on manual reconciliation and repeated transfers between spreadsheets, documents, and presentations.

Markets IQ creates a shared institutional record beneath these workflows. Source facts remain preserved. Mappings and calculations carry versions. Management assumptions remain distinct from reported information. Exceptions, approvals, and supporting evidence stay connected to the resulting decision or output.

Corporate workflows we engineer
Product-origin and tariff-exposure calculations
Supplier, component, bill-of-material, and certificate records
Trade discrepancy management and authority-response packages
Enterprise forecasts, scenarios, and valuation calculations
Strategic option comparison and sensitivity analysis
Decision conditions, responsibilities, and outcome monitoring
Treasury positions, funding terms, and contractual cash flows
Interest-rate and liquidity scenario management
Corporate real estate development and acquisition analysis
Lease, operating, conversion, and capital-program evaluation
Document extraction, reconciliation, and evidence retrieval
Management and committee reporting datasets
Relevant systems
Shared Architecture

Different workflows can use the same controlled foundation

A borrower record, an investment record, a property record, and a trade evidence record serve different decisions. They can still use common engineering components for source ingestion, document extraction, identity resolution, mapping, validation, reconciliation, calculation control, exceptions, approvals, and evidence production.

The Engineering page explains these shared layers. Platforms and Solutions shows how they have been applied to specific institutional workflows.

This structure allows Markets IQ to begin with the institution’s actual problem instead of forcing it into a predefined software category.

Contact

Start with the workflow that matters.

Describe the decision or output, the systems and documents behind it, and the review obligation it carries.