Results & Interpretation
Transform statistical outputs and research observations into clear, meaningful scientific findings that directly address your research objectives and questions.
From Data to Scientific Findings
The results stage is where the evidence generated during your research is organized and presented clearly. Your results should communicate what the analysis revealed without confusing statistical output with broader scientific interpretation.
A strong results section connects your findings to your research objectives, presents evidence transparently, and provides a clear foundation for the discussion that follows.
Organize Your Findings
Arrange your findings according to your research objectives, questions, hypotheses, experiments, or major study parameters.
- Follow a logical sequence
- Group related findings
- Connect results with objectives
Present Tables Clearly
Use well-designed tables to present numerical findings efficiently while avoiding unnecessary duplication of information.
- Use informative table titles
- Define abbreviations
- Report relevant statistical values
Use Appropriate Figures
Select graphs, charts, images, diagrams, or other visualizations that communicate your findings accurately and efficiently.
- Choose appropriate graph types
- Label axes clearly
- Include meaningful captions
Report Statistical Evidence
Present statistical findings using appropriate measures and report the results consistently according to the requirements of your research field or target journal.
- Report test statistics
- Include appropriate significance values
- Report effect estimates where relevant
Interpret the Findings
Explain what your results mean in relation to the research questions and objectives without making claims that go beyond the evidence.
- Relate findings to objectives
- Distinguish results from interpretation
- Avoid unsupported conclusions
Significant & Non-Significant Results
Report both statistically significant and non-significant findings honestly and explain their relevance within the context of the study.
- Do not hide non-significant results
- Consider effect size and uncertainty
- Interpret findings in context
Connect Results to Objectives
Make it clear how each major finding contributes to answering your research questions and addressing the objectives of the study.
- Map findings to objectives
- Address research questions
- Evaluate hypotheses where appropriate
Prepare for Discussion
Identify important patterns, unexpected findings, and observations that require comparison with previous research in the discussion.
- Identify important patterns
- Note unexpected observations
- Prepare evidence for discussion
From Statistical Output to Scientific Story
Present your evidence systematically before moving into deeper scientific discussion and comparison with previous research.
Before Moving to Discussion
Review your results section to make sure the evidence is presented clearly, accurately, and consistently.