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Financial services: guides and articles

Explore the customers, products and financial measures that matter to your financial-services business. Build on standard dashboards with views and AI-assisted reports tailored to the data and definitions you provide.

Finance metrics and formulas · Financial services

Data analysis in the financial industry

Connect financial-services revenue, customer activity and operating costs in a business-line review. See a worked contribution example, the checks behind it and the decisions each owner makes.

Oct 25, 20265 min read
Finance metrics and formulas · Financial services

Fintech unit economics: revenue and cost per transaction

Fintech unit economics measures what each transaction contributes after processing, losses and servicing. Follow a worked US payments example, reconcile the totals, and see how product and customer cohorts change the result.

Oct 18, 20266 min read
Finance metrics and formulas · Financial services

Payment business performance metrics that explain results

Payment performance depends on transaction counts, settled value, retained revenue and the cost of processing and supporting merchants. Work through a segment comparison and see why greater payment volume can raise contribution while lowering revenue yield.

Oct 15, 20266 min read
Finance metrics and formulas · Financial services

Investment income ratio: an insurer earnings measure

The investment income ratio compares an insurer's net investment income with earned premiums under a stated convention. Follow a worked quarterly example, reconcile the numerator and denominator, and distinguish this earnings measure from portfolio yield.

Oct 12, 20265 min read
Board and management reporting · Financial services

Financial services dashboard: clients, revenue, and risk

A financial services operating dashboard connects client revenue, service costs, retention, and concentration. Work a US company example, reconcile its client counts and contribution, and test the effect of additional service hours.

Oct 8, 20266 min read
Finance metrics and formulas · Financial services

Broker dealer business model: revenue and costs

A broker-dealer earns different kinds of revenue from brokerage, principal transactions and account services. Compare those recorded revenues with representative payouts, clearing charges and the cost of serving each client segment.

Oct 5, 20266 min read
Board and management reporting · Financial services

Business intelligence in financial services: revenue and cost

Business intelligence in financial services connects business-unit results to management decisions. Compare revenue and operating costs against plan, reconcile the figures, and assign the next action.

Sep 22, 20265 min read
Finance metrics and formulas · Financial services

Customer lifetime value in financial services

Calculate relationship value across financial products using contribution, retention and funding assumptions. Follow a worked example with spreadsheet formulas, credit-cost checks and a clear bridge to source exports.

Sep 12, 20266 min read
Territory, capacity and quota planning · Financial services

Fintech financial model: volume, fees and operating costs

Build a fintech operating plan from transaction counts, fee rates, processing charges and losses. Compare plan with actual results, then reconcile operating profit to company cash.

Sep 12, 20265 min read
Territory, capacity and quota planning · Financial services

Customer segmentation in financial services

Compare approved financial-services client groups using relationship income, product holdings, and service costs. Follow a spreadsheet example that reconciles each group to the underlying client rows.

Sep 11, 20265 min read
Finance metrics and formulas · Financial services

Life insurance ratio analysis: profitability, liquidity and capital

Compare a US life insurer's profitability, liquidity and capital using prepared finance workbooks. Keep statutory and GAAP measures separate, reproduce each calculation and check the reporting basis before interpreting a trend.

Sep 5, 20266 min read
Alternatives and comparisons · Financial services

How to choose analytics software for financial services: questions, data and traps

How to choose analytics software for Financial services: the questions, the data, ten vendor questions and the traps.

Aug 31, 20264 min read
Territory, capacity and quota planning · Financial services

Affluent customer segment: define and compare value

An affluent customer segment needs a documented eligibility rule rather than an assumed level of wealth. This guide compares balances, revenue and servicing costs across declared bands using financial-services exports.

Aug 18, 20265 min read
Finance metrics and formulas · Financial services

Customer acquisition cost in financial services

Measure customer acquisition cost for lending, insurance and investment-product cohorts using acquisition spending and completed activation events. This worked method separates initial acquisition from continued activity and compares costs with equally mature contribution.

Aug 15, 20265 min read
Territory, capacity and quota planning · Financial services

Insurance financial modeling: premiums, claims and costs

Build an insurer operating workbook from earned premiums, supplied claim assumptions and expense records. Work through a premium reconciliation, an underwriting result and a claim scenario with checks.

Aug 14, 20265 min read
Board and management reporting · Financial services

Customer KPIs for financial services firms: ten measures that matter, each with its formula and the export it comes from

The ten customer KPIs a multi-product financial services firm should run on, each with its formula, the export it comes from and what it tells you: one customer view coverage, products held against the segment norm, products opened and unused, tenure against depth, segment migration, primary relationship indicators, balance and activity attrition, contact recency by value, complaint and service recurrence, and revenue concentration. Also the three measures most firms miss, the figures to drop, the identities, and who owns what.

Aug 11, 20264 min read
Finance metrics and formulas · Financial services

Merchant profitability analysis for payment portfolios

Measure payment-provider contribution by merchant using processing volume, transactions, fee revenue and attributable costs. Work through the spreadsheet formulas, portfolio reconciliation and the treatment of losses and shared service costs.

Aug 8, 20265 min read
Territory, capacity and quota planning · Financial services

Microfinance financial model: portfolio, costs and cash

Build a lender operating workbook from loan balances, repayments, funding costs and operating expenses. Follow a monthly example that reconciles portfolio growth, planned earnings and cash requirements.

Aug 8, 20266 min read
Wallet share and penetration · Financial services

Tenure and depth: the ten-year customers who still hold two products

How a financial services firm reads product depth against relationship tenure, from the customer master and the holdings: products used by tenure band, the depth a customer of each tenure typically reaches, the long-tenure customers well below it, why they are the cheapest cross-sell in the base and the most likely to be assumed fully served, and the list per relationship manager ranked by the gap.

Aug 2, 20262 min read
Data quality and reconciliation · Financial services

Segment migration: when a customer moves band, the norm moves with them

How a financial services firm handles customers that cross a segment boundary during the year: what the norm was, what it becomes, why product fit and cross-sell measures jump at the boundary, and the reporting rule that shows the movement instead of hiding it as a gap that appeared from nowhere.

Jul 24, 20263 min read
Wallet share and penetration · Financial services

One customer view across products, reconciled to the ledger: product depth for financial services sales

How a bank, insurer, payments or fintech firm selling to businesses joins its product ledgers on the customer identifier to see product depth per customer against the segment norm, segment movement by product, team coverage, and a roll-up that ties to the ledger.

Jul 13, 20263 min read
Data quality and reconciliation · Financial services

Opened and unused: the products customers hold and never use

How a financial services firm separates products held from products used, from the holdings file and the transaction ledger: accounts with no activity since opening, the share of a customer's products that are dormant, why a product count overstates the relationship, and the two lists that follow, activation for recent openings and attrition watch for products that went quiet.

Jul 13, 20262 min read
Board and management reporting · Financial services

Payment Processing KPIs: Success, Cost, and Exceptions

Payment processing KPIs compare completed payments, transaction fees, refunds, and settlement delays by channel. This guide defines consistent populations, works a US company's figures, and reconciles the payment totals to a payout.

Jul 11, 20267 min read
Finance metrics and formulas · Financial services

Average CAC for Fintech: Compare Like With Like

Fintech acquisition costs depend on product type, onboarding expense and what counts as an activated customer. Compare a fully worked acquisition cohort, reconcile the average and learn how to assess an outside benchmark.

Jun 16, 20266 min read
Covirage for Financial services

Financial services analytics for your business.

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