Creating a Leadership Assessment with Automated Scoring and Personalised Reporting

Project Summary

The client wanted an assessment tool to measure leadership ethos across every department while providing meaningful feedback for more than 100 managers and leaders. We designed a behavioural assessment based on the organisation's own leadership framework, developed from a company-wide job analysis, and combined it with an automated scoring and reporting system. The result was a practical tool that produced individual leadership profiles alongside an organisation-wide view of leadership strengths and development priorities.

The Challenge

The organisation needed a robust leadership assessment within a demanding implementation timeline. The challenge was to develop a behavioural measure that remained closely aligned with the client's leadership framework while maintaining good psychometric practice. At the same time, we needed to build an automated scoring system capable of producing both individual and company-wide reports without compromising the quality of the assessment.

Project Goals

1. 01Translate the client's leadership framework into a structured assessment model.
2. 02Map leadership dimensions into clusters, facets, and behavioural indicators.
3. 03Build a behavioural assessment directly from the client's leadership framework.
4. 04Design vignette items and answer choices aligned with the leadership model.
5. 05Create a response continuum representing different levels of leadership capability.
6. 06Refine assessment items through cognitive interviews and qualitative analysis.
7. 07Develop a scoring model to standardise responses onto a leadership scale.
8. 08Create individual and organisational reporting structures across leadership behaviours.
9. 09Develop narrative feedback content linking assessment results to practical insights.
10. 10Build an automated scoring and reporting workflow to generate PDF reports.

Our Solution

We created the tool directly from the client's leadership framework, which was based on a company-wide job analysis. The original model was organised into dimensions, clusters, facets, and specific behavioural indicators. The indicators were used to develop workplace scenarios, each with five response options reflecting different levels of the target behaviour.

This iterative process helped refine the wording, improve clarity, and ensure the items accurately reflected the behaviours the organisation wanted to measure.

Each response was standardised onto a 0-100 scale using a behavioural scoring model. We then developed an automated Python-based scoring and reporting engine that converted responses into personalised leadership reports. Individual reports combined narrative feedback with visual charts, helping participants understand how their responses related to their leadership profile. At organisational level, the system produced summary reports showing average scores and variation across leadership dimensions, departments, and the organisation as a whole, providing leaders with a clear overview of the company's leadership ethos.