11. Interpreting Model Outputs

Overview

This module focuses on interpreting modelling outputs and understanding what results mean within policy and programme contexts. Participants learn how to assess outputs critically, interpret trends and uncertainty, and translate findings into meaningful insights for decision-making.

TipLearning Objectives

By the end of this module, participants should be able to:

  • Identify what model outputs represent, and how they should be interpreted

  • Explain how assumptions and uncertainty influence outputs

  • Demonstrate how outputs can be translated into actionable insights for decision-making

NoteKey Concepts

  • Types of modelling outputs

  • Interpretation of trends and comparisons

  • Assumptions and uncertainty

  • Contextualising outputs within programmes

  • Translating findings into recommendations

Delivery Plan

This module consists of…

Topic Description Duration Format
Introduction to modelling

What is modelling?

Why modelling matters in malaria programmes

Examples of modelling informing policy decisions

 30 min Presentation
Different types of models

Overview of modelling approaches

Comparing model types and applications

Strengths and limitations of different approaches

 30 min Presentation
Interactive Exercise

Participants review real-world malaria programme questions

Small groups discuss whether modelling would be useful and why

 45–60 min Small group break out exercise
Group Discussion

What makes modelling useful—or not useful—for decision-making?

Challenges participants have encountered in using evidence

 30 min Group discussion (plenary)
Reflection and Wrap-Up

Key takeaways

Common misconceptions about modelling

Where to next

 15–30 min Presentation

Part 1: Introduction to Model Outputs (30 min)

  • Common output types and formats

  • Understanding what outputs represent

Part 2: Interpreting Results (45 min)

  • Trends, comparisons, and uncertainty

  • Common interpretation challenges

Part 3: Practical Exercise (45–60 min)

  • Participants review example outputs and interpret findings

  • Identify implications for policy or programmes

Part 4: Group Discussion (30 min)

  • Translating outputs into recommendations

  • Avoiding over-interpretation or misuse

Part 5: Reflection and Wrap-Up (15 min)

  • Key lessons for evidence-informed interpretation

Practical Exercise

Exercise Title: Interpreting Outputs for Decision-Making

Instructions:
 Participants:

  1. Review example modelling outputs

  2. Identify key findings and trends

  3. Discuss assumptions and uncertainty

  4. Develop 2–3 policy or programme implications

Groups present their interpretations and recommendations.

Facilitator Guidance

  • Reinforce that outputs should always be interpreted within context

  • Encourage participants to question assumptions and uncertainty

  • Focus on decision relevance rather than technical detail alone

  • Use examples relevant to participant settings and roles

Materials and Resources

  • Example model outputs and graphs

  • Interpretation guide/checklist

  • Facilitator slides

  • Group discussion templates