# People, Reward and HR Analytics Practice

Canonical page: https://mtfinstitute.com/for-business/practices/people-reward-and-hr-analytics/
Practice lead: [Dr. Yuliya Vershilo](https://mtfinstitute.com/about/faculty/yuliya-vershilo/)
LinkedIn identity reference: https://www.linkedin.com/in/julie-vershilo/
Provider: MTF Institute of Management, Technology and Finance
Area served: Worldwide
Last reviewed: 2026-07-29

MTF helps organizations connect compensation, benefits, workforce data and employee experience with business priorities and accountable decisions.

Reward systems fail when market data, job architecture, performance logic and employee communication are designed as separate projects.

The practice brings these elements together. It supports leaders who need a defensible compensation structure, useful people analytics or an HR operating model that can scale without becoming opaque.

## Services

### Compensation and benefits strategy

Review or design reward principles, pay positioning, salary structures, incentive logic, benefits and governance for a defined workforce.

### Job architecture and grading

Clarify roles, levels, career paths and evaluation criteria so that pay and progression decisions use a consistent internal structure.

### People analytics framework

Define workforce questions, metrics, data ownership, dashboards and review routines that support decisions rather than decorative reporting.

### Employee value proposition and motivation

Develop material and non-material motivation propositions aligned with employee journeys, business constraints and target talent segments.

### HR planning, budgeting and market analysis

Connect workforce plans and reward costs with market evidence, scenario assumptions and the organization’s financial planning cycle.

### HR process digitalization

Map HR decisions and workflows before automation, define requirements and controls, and reduce manual work without automating unclear policy.

## Engagement formats

- Reward and pay-structure diagnostic

- Job grading or career architecture project

- People analytics and dashboard design

- Employee value proposition workshop

- Fractional reward or HR strategy advisory

## Relevant organizations and roles

- HR and people leaders

- Compensation and benefits teams

- Growing companies formalizing job levels

- Banks, technology companies and multi-channel operations

- Organizations modernizing HR reporting or workflows

## Delivery method

1. **Diagnose:** Review workforce strategy, current policy, decision rights, data quality and employee pain points.

2. **Model:** Build transparent options for structures, metrics, costs and governance.

3. **Validate:** Test internal consistency, market fit, affordability and foreseeable employee impact.

4. **Implement:** Prepare the decision materials, communication logic and operating routines needed to sustain the design.

## Related MTF resources

- [Dr. Yuliya Vershilo faculty profile](https://mtfinstitute.com/about/faculty/yuliya-vershilo/)

- [Human Resources program](https://mtfinstitute.com/programs/strategic-human-resources-leadership-change/)

- [HR Business Partner program](https://mtfinstitute.com/programs/hr-business-partner/)

- [HR Generalist program](https://mtfinstitute.com/programs/hr-manager-generalist/)

## Faculty insight library

These practical articles are maintained as living editions. Material revisions receive a visible version number and an updated publication date.

- [How to Build a Compensation Philosophy Leaders Can Actually Use](https://mtfinstitute.com/insights/compensation-philosophy-leaders-can-use/)

- [Job Grading Before Salary Bands: The Sequence Matters](https://mtfinstitute.com/insights/job-grading-before-salary-bands/)

- [Five People Analytics Questions Worth Answering First](https://mtfinstitute.com/insights/people-analytics-questions-worth-answering-first/)

- [Employee Value Proposition Is an Operating Choice, Not a Slogan](https://mtfinstitute.com/insights/employee-value-proposition-operating-choice/)

- [What to Decide Before Automating an HR Process](https://mtfinstitute.com/insights/before-automating-an-hr-process/)

## Important boundary

MTF Institute provides professional education, research and scoped advisory support. A practice page is not a promise of a regulatory, legal, investment or business outcome. The written engagement scope controls objectives, contributors, assumptions, deliverables and exclusions.

Contact: welcome@gtf.pt