When a business school manages several hundred employees across faculty, administrative staff and external instructors, its annual performance review campaign can quickly become a logistical headache. That’s exactly the kind of friction NEOMA Business School set out to eliminate by adopting a dedicated talent management platform. Neomagora is part of this approach: structuring skills and career development tracking without turning HR into a technical support hotline at the end of every review cycle.
Why an all-purpose HRIS is no longer enough for talent management
NEOMA employs around 750 people, including adjunct instructors and professors, who make up a third of its workforce. A traditional HRIS handles payroll and administrative management, and sometimes includes a training module. The problem arises when you want to connect this data to a genuine skills development strategy.
Configuring a general-purpose tool to manage qualitative annual reviews takes a considerable amount of time. At NEOMA, the training module in a previous HRIS had never even been activated. Every review campaign turned into a technical support exercise for HR, which had to chase people up, troubleshoot issues and compile scattered data.
You can discover Neomagora at NEOMA to see how the school overcame this limitation by separating the “talent” component from its core administrative system. The idea isn’t to replace the HRIS, but to add a specialized tool that speaks the same language as managers and HR teams.

Skills mapping: the practical foundation of Neomagora
A talent management platform is of little use without a skills framework that can be put into practice. This is the first operational task: identifying the skills expected for each role and the gaps between those expectations and an employee’s actual profile.
Building a framework aligned with the school’s strategy
NEOMA has adopted a “skill-centric” approach. It starts with the skills needed to deliver on the business strategy (internationalization, educational innovation, digital transformation), then translates them into practical job descriptions. The skills framework drives performance reviews, not the other way around.
This approach changes the very nature of the annual review. Instead of ticking generic boxes, managers assess specific skills linked to team objectives. Employees, in turn, can see the gaps and the training available to address them.
What this changes for managers day to day
When preparing a review in Neomagora, a manager has access to a structured history: validated skills, completed training and objectives from the previous campaign. This saves time on preparation and reduces the oversights that can make some reviews superficial.
- Review and training history is available on a single screen, without having to search through archived Excel files.
- Objectives set during the previous cycle are automatically carried over, prompting managers to review progress before setting new ones.
- Review completion rates can be measured in real time, allowing HR to send targeted reminders instead of mass follow-ups.
With this system, NEOMA achieved full completion of its annual reviews. A 100% completion rate turns HR data into a reliable foundation for managing training and internal mobility.
Annual reviews and employee development at NEOMA
Completion is only a measure of volume. What matters is the quality of the information collected and how it is used afterward.

With a dedicated tool, NEOMA’s HR team can match mobility preferences expressed during reviews with internal vacancies. This replaces an ad hoc approach (where an employee sends an email to express interest) with a systematic process in which every preference is recorded and visible to decision-makers.
Training becomes a managed lever, not a catalogue browsed at random. Needs identified during reviews feed directly into the skills development plan. The training team knows which topics to prioritize and for which employee profiles, without having to wait for an annual audit.
How ease of use drives adoption
One point is often underestimated: a complex HR tool can discourage employees outside HR from using it. If a professor or program manager has to follow a 20-minute tutorial to complete a review, completion rates will fall. NEOMA emphasized ease of use when rolling out Neomagora, which partly explains how quickly teams embraced it.
Regulatory framework and human oversight in HR tools
Any platform that processes skills and performance evaluation data must navigate an evolving legal framework. Since February 2, 2025, the AI Act has prohibited systems that infer a person’s emotions in a professional context, except in medical or safety-related cases.
A talent management platform is not an automated scoring tool. A distinction must be made between administrative support functions (data consolidation, reminders, dashboards) and functions that directly influence a hiring or promotion decision. The former are standard tools. The latter may fall into the category of high-risk AI systems, subject to enhanced transparency and human oversight requirements.
- Human validation is only meaningful if the person approving the result understands it and can challenge it.
- Employees being assessed must be informed of the criteria used, whether algorithmic or not.
- Compliance obligations do not replace existing rules on personal data protection (GDPR).
For a school like NEOMA, which manages a wide range of profiles (researchers, administrative staff, international adjunct faculty), the level of detail in the configuration determines how relevant the assessments are. An overly generic framework leads to superficial reviews, regardless of the tool used. The quality of the outcome depends as much on the initial setup as on the technology itself.
Adopting a platform like Neomagora won’t solve everything with a single click. It provides a framework, structures data and makes processes measurable. The real benefits emerge over time, when managers use the accumulated history to make evidence-based development decisions rather than relying on hallway impressions.



