Research and Data

Good payment research starts with a clear business question, a dependable internal baseline, and sources that actually match the decision being made. This hub gives merchants, finance teams, operations leaders, and developers a practical way to organize payment data without treating a national statistic as a promise about one business.

Editorially reviewed August 25, 2026. Use the framework below to turn reports and research into focused questions for your own payment workflow.

What payment research can help you understand

Customer payment paths

Map where customers begin and complete a payment: at a counter, on a website, through an invoice, by phone, or through another supported channel. Channel counts and trends can reveal where a process deserves closer review, but they do not establish which product or provider is right for the business.

Operational consistency

Compare what should happen with what employees actually record. Look for clear definitions of a sale, refund, void, batch, exception, and adjustment before combining reports. The merchant statement help resource provides a useful companion for organizing statement and reconciliation questions.

Decision readiness

Research is most useful when it narrows the next question. A team may need better reporting definitions, a clearer export process, or a documented workflow before it can evaluate alternatives. The outcome should be a short list of facts to verify, not an unsupported forecast.

Start with one decision question

A broad goal such as “improve payments” is difficult to measure. Write one neutral question that can be answered with observable information. For example: Which payment channels create the most manual follow-up? Which report best connects completed sales with internal order records? Which fields are consistently available across monthly exports?

A practical research sequence

Define the decision. State what the team is trying to learn without assuming the answer.
Choose a time window. Use a period that reflects normal operations and note unusual events rather than silently removing them.
Define every field. Confirm what each report label means and whether definitions changed during the period.
Separate observation from interpretation. Record what the data shows, then list possible explanations that still need verification.
Document the next check. Assign an owner, source, and review date for every unresolved question.

Build a dependable internal baseline

Begin with information the business can explain and reproduce. Useful categories may include transaction counts, channel mix, completed and unsuccessful payment attempts, refunds, voids, batches, support contacts, and manual reconciliation steps. Keep the baseline descriptive. Provider settings, reporting logic, and business procedures can differ, so a field with the same label may not represent the same event everywhere.

Use a simple data dictionary with four columns: field name, plain-language definition, system of record, and review owner. When exports are part of the workflow, follow the steps in the processing-data export guide and confirm the available fields in current provider documentation.

Quality checks before drawing a conclusion

Confirm the date range, time zone, and status filters used by each report.
Check whether refunds, voids, retries, and test activity are included or excluded.
Look for missing periods, duplicate rows, changed labels, or unexplained totals.
Record the export date and preserve a clean working copy with access limited to people who need it.
Repeat the calculation so another team member can reach the same result.

Use external research with the right context

National research can help a team understand broad payment-system activity and frame better questions. The Federal Reserve Payments Study publishes research about noncash payment activity in the United States. Its findings describe the scope and methods stated by the Federal Reserve; they should not be converted into a prediction for an individual merchant.

When a question concerns a named platform, terminal, gateway, or integration, use that entity’s current official documentation for the specific feature being evaluated. Do not infer availability or compatibility from a market study, an old screenshot, or another business’s setup. Record the source URL, access date, population studied, measurement period, and any limitations beside each conclusion.

Source

Who collected or published the information, and is the original methodology available?

Scope

Which payment types, businesses, channels, and time periods are represented?

Fit

Does the source answer the business question, or does it only provide background context?

Copy-ready research worksheet

This compact worksheet can be copied into a project document or ticket. It creates a review trail without requiring a special tool.

Decision question: What exactly are we trying to learn?
Business process: Which channel, team, report, or customer step is included?
Internal evidence: Which systems and fields will be reviewed?
External evidence: Which authoritative source provides relevant context?
Limits: What is missing, estimated, differently defined, or outside the selected period?
Finding: What does the evidence support without speculation?
Next verification: What must be confirmed in current documentation or with the appropriate provider?
Review date and owner: When should the finding be checked again, and by whom?

For plain-language definitions while completing the worksheet, use the payment processing glossary. For broader decision paths, browse the payment processing guides.

Keep research files privacy-safe

Use the minimum information needed for the question. The Federal Trade Commission’s business guide to protecting personal information recommends understanding what sensitive information a business holds, keeping only what is needed, protecting it, disposing of it appropriately, and planning for incidents. Apply those principles to research copies and exports.

Do not paste cardholder data, passwords, bank credentials, complete account numbers, secret API keys, or unnecessary personal information into general forms, shared documents, or research notes. Use approved systems and access controls for any sensitive records, and follow the business’s established retention and incident procedures.

Turn findings into a useful next step

A sound research note should leave the team with a supported observation, a stated limitation, and one next action. That action may be clarifying a report definition, correcting an export process, documenting a workflow, or reviewing official product information. Keep the finding narrow enough to revisit during the hub’s quarterly editorial review.

Need help organizing your payment questions?

Review the wider Payments Max resource library or contact Payments Max with a description of your business workflow and the decision you are evaluating. Do not submit sensitive payment or account information through the general contact form.

To learn more about how TSYS can help improve the way your organization accepts payments, markets to new customers, or manages its HR responsibilities, get in touch by calling 585-981-8463 to get started.