Legal & Standards

Athagora Research Integrity & Editorial Standards

Why this exists

Athagora's value depends on whether the process behind a conclusion deserves trust.

Our research should be capable of surviving disagreement.

Our standard

Athagora aims to produce work that is:

honest
rigorous
proportionate
transparent
independent
respectful
useful
open to correction

Sociology without stereotyping

Athagora studies how forces such as:

environment
neighbourhood
access
economics
culture
peer groups
institutions
identity
infrastructure
opportunity
social structures

can influence sporting behaviour and outcomes.

We do not treat these factors as destiny.

A person's postcode, ethnicity, nationality, gender, religion, income or background does not by itself explain who they are.

Context should help explain behaviour, not reduce people to categories.

Sources

Athagora research may use:

official statistics
academic research
government sources
public datasets
industry information
original surveys
interviews
observational research
commercial datasets
reputable journalism
public corporate information
digital and social evidence
original Athagora research

Source quality matters more than simply having a large number of citations.

Levels of certainty

Athagora distinguishes between:

Fact

A proposition directly supported by credible evidence.

Estimate

A calculation or approximation based on available information.

Interpretation

Athagora's assessment of what the evidence may mean.

Forecast

Athagora's assessment of a possible future outcome.

Recommendation

A proposed response to the evidence.

These are not presented as if they carry the same level of certainty.

Statistics

Statistics are not selected simply because they create the most dramatic headline.

Where relevant, Athagora explains limitations such as:

sample size
methodology
geography
timeframe
missing information
selection bias
uncertainty

Original research

Where Athagora publishes original surveys, interviews or other primary research, the publication provides enough methodological information for a reasonable reader to understand how the findings were produced.

Quotes

Quotations must not knowingly be edited in a way that reverses or materially distorts what the person meant.

Anonymous sources

Anonymous sources may be appropriate where there is a legitimate reason to protect identity.

Anonymity does not remove the need to assess credibility.

Athletes and individuals

Athagora may analyse:

careers
professional environments
leadership
sporting behaviour
motivation
social context
public behaviour
performance environments

Athagora does not present speculative mental-health diagnoses or unsupported claims about private psychological conditions as fact.

Public figures remain people.

Corrections

Material factual errors are corrected.

Where an error materially affected the original interpretation or conclusion, the correction says so.

Retractions

Athagora may withdraw research where the underlying evidence or methodology is later found to be seriously unreliable.