Provenzy Research Standards

Methodology

Learn how Provenzy researches, evaluates and explains financial information, including sources, calculations, comparisons, updates and country-specific financial rules.

How We Evaluate Financial Information

Provenzy covers financial subjects that can influence important decisions. Our methodology is designed to help us distinguish useful information from unsupported claims, outdated information and oversimplified explanations.

We consider the quality of the source, the relevance of the information, the date it was published or updated, the jurisdiction involved and the context needed to interpret the information correctly.

The exact methodology used can vary depending on the subject. A credit article, an insurance comparison, an investing explanation and a financial calculator may require different research and evaluation steps.

Our Core Principle

We do not treat search rankings, popularity or a high number of mentions as proof that financial information is correct.

Our Methodology Principles

Provenzy's methodology is built around several principles that guide how we research and explain financial subjects.

Authority

We prefer authoritative and primary sources when establishing important financial facts.

Relevance

Information should directly support the financial question being answered.

Recency

Time-sensitive information should be checked against current authoritative information where appropriate.

Context

Financial information should be presented with the assumptions, limitations and circumstances that affect its meaning.

Clarity

Complex financial concepts should be explained in language readers can understand.

Transparency

We aim to make relevant sources, assumptions, limitations and editorial responsibility clear.

How We Evaluate Sources

Not every source has the same level of authority for every financial question. We consider the nature of the claim and use the source that is most appropriate for that claim.

Priority 1

Primary & Official Sources

Government agencies, regulators, central banks, official institutions, legislation, official statistics and primary documentation are preferred when they directly address the subject.

Priority 2

Authoritative Institutions

Established financial, academic and professional institutions may provide useful research, definitions, data and technical context.

Priority 3

Quality Secondary Sources

Reputable secondary sources may be used for context, comparisons, explanations and additional perspectives.

Supporting Context

Community & Personal Experiences

Community discussions may help identify questions and experiences, but they are not automatically treated as authoritative evidence for important financial facts.

Important: A source being widely cited does not automatically make every claim made by that source appropriate for every situation. We consider whether the source actually supports the claim being presented.

How We Evaluate Financial Claims

When an article makes a factual financial claim, we aim to understand what exactly is being claimed and what evidence supports it.

We consider questions such as:

Who is making the claim?
What evidence supports it?
Does the source directly support the statement?
Is the information current?
Does it apply to the relevant country or jurisdiction?
Are there important exceptions?
Could the statement be misleading without additional context?

We also try to distinguish facts from estimates, opinions, examples, projections and general educational explanations.

Statistics, Rates & Numbers

Financial articles often contain percentages, rates, averages, estimates, historical figures and other numerical information.

Numbers can become misleading when their date, population, sample, geographic area or methodology is omitted. We therefore aim to provide enough context for readers to understand what a number represents.

For numerical information, we may consider:

The original source of the number.
The publication or update date.
The geographic or market scope.
The population or sample involved.
The calculation or methodology used by the source.
Whether the figure is historical, current or an estimate.

Example: An average interest rate is not necessarily the rate a particular borrower will receive. Individual rates can depend on factors such as credit history, loan characteristics, lender policies and market conditions.

Calculators & Financial Tools

Financial calculators can make complex concepts easier to understand, but calculator results depend on the inputs and assumptions used.

When Provenzy publishes a financial calculator or interactive tool, we aim to make the underlying methodology understandable to the reader.

Our tools should make clear, where relevant:

What the calculator is designed to estimate.
Which inputs the user needs to provide.
What assumptions are being made.
How the result is calculated.
What the result does and does not represent.
Whether taxes, fees, inflation or other factors are excluded.

Calculator results are generally estimates rather than guarantees. Actual financial outcomes can differ because of individual circumstances, changing rates, fees, taxes, regulations and other factors.

Financial Comparisons

When Provenzy compares financial products, strategies or options, we aim to compare meaningful characteristics rather than simply declaring one option universally better.

Depending on the subject, comparisons may consider:

Cost and fees.
Interest rates or returns.
Terms and conditions.
Accessibility.
Risks and limitations.
Eligibility requirements.
Flexibility.
Potential benefits.
The type of person or situation for which an option may be appropriate.

A financial product that is useful for one person may not be suitable for another. Our comparisons should therefore explain the trade-offs instead of presenting a universal recommendation without context.

Country-Specific Information

Financial systems vary significantly around the world.

A statement about credit scores, taxes, insurance, mortgages, lending, investments or banking may be correct in one country but incorrect in another.

When information depends on a particular jurisdiction, Provenzy aims to identify that jurisdiction and avoid presenting local rules as global facts.

Readers should pay particular attention to:

Tax rules.
Consumer protection laws.
Credit reporting systems.
Insurance requirements.
Lending regulations.
Investment regulations.
Interest-rate environments.
Government benefits and programs.

When making an important financial decision, readers should verify current local requirements with the relevant authority or a qualified professional.

Updates & Time-Sensitive Information

Some financial information has a long useful life. Other information can change quickly.

We distinguish between relatively stable educational concepts and information that may require periodic verification.

Stable Concepts Definitions, basic financial principles and educational explanations may remain useful for longer periods.

Changing Data Rates, averages, market information and statistics may require more frequent review.

Regulatory Changes Laws, regulations and official requirements may require an article to be reviewed after significant changes.

Product Changes Financial products can change their fees, terms, features or eligibility requirements.

We aim to make meaningful updates when information materially changes, rather than changing dates simply to make an article appear newer.

Original Value & Practical Explanation

Provenzy does not aim to simply reproduce information that already exists elsewhere.

Research should be transformed into an original explanation that helps the reader understand the subject, its implications and the decisions surrounding it.

Depending on the topic, useful original value may include:

Clear explanations of complex financial terminology.
Step-by-step educational guidance.
Examples that clarify financial concepts.
Comparison frameworks.
Calculations and transparent assumptions.
Checklists and decision frameworks.
Practical questions readers should consider.
Context that helps readers interpret financial information.

Our standard: A page should provide a meaningful reason for a reader to use Provenzy rather than simply repeating information they could find elsewhere.

Limitations of Our Methodology

No research methodology can eliminate every possibility of error or uncertainty.

Financial information may be incomplete, delayed, disputed or changed after publication. Sources may also use different definitions, methodologies or assumptions.

For that reason, Provenzy aims to communicate meaningful uncertainty instead of presenting estimates or projections as guaranteed outcomes.

Readers should also consider their own circumstances and the rules that apply to them before making significant financial decisions.

Methodology FAQ

What sources does Provenzy prefer?

We generally prefer primary and authoritative sources, including government agencies, regulators, central banks, official documentation and established financial or research institutions, depending on the subject.

Does Provenzy use secondary sources?

Yes. Quality secondary sources can provide useful context, comparisons and explanations. Their suitability depends on the specific claim being researched.

How does Provenzy handle financial statistics?

We consider the source, date, geographic scope, methodology and context of the statistic rather than treating a number as meaningful without understanding where it came from.

Are Provenzy calculator results guaranteed?

No. Calculator results are estimates based on the inputs and assumptions used. Actual results can differ because of individual circumstances, fees, taxes, changing rates and other factors.

Does Provenzy treat all financial information as global?

No. Financial rules and systems vary by country. Where appropriate, Provenzy identifies jurisdiction-specific information and encourages readers to verify local requirements.

Does Provenzy update old articles?

We aim to update content when meaningful changes occur, including important factual, regulatory, product or financial-information changes.

Can I report an error in an article?

Yes. Readers can contact Provenzy if they believe an article contains materially inaccurate or outdated information. Reported issues can then be investigated against appropriate evidence.

Learn More About Provenzy

Our methodology works together with our editorial policy and team structure to create a transparent approach to financial education.

Read Our Editorial Policy

Methodology note: Provenzy's methodology may evolve as our editorial systems, research practices and financial tools develop. Specific research methods can also vary depending on the subject and type of content being produced.