Performance Management & People Analytics
How to set goals people believe in, give feedback that changes behaviour, run fair reviews and use people data to make better decisions. Fifteen practical guides on OKRs, one-on-ones, 360 feedback, PIPs, calibration, HR metrics, dashboards and attrition analytics.
What does modern performance management look like?
Traditional performance management relied on a single annual review, often a form completed under time pressure and remembered mainly for its rating. Most organisations have learned that this approach does little to improve performance. Modern practice — explained in our introduction, what is performance management — combines clear goals, frequent conversations and a lighter formal review that summarises what has already been discussed.
The shift is not about removing structure; it is about putting structure where it helps. Goals and key results give direction. One-on-ones and feedback keep work on track. Reviews and calibration make decisions about pay and promotion fair. When performance falls short, a structured approach such as a performance improvement plan gives people a genuine chance to succeed. People analytics ties it all together by turning activity into evidence.
For HR teams, the practical goal is a system managers actually use. That means simple tools, short forms, clear guidance and training — especially for new managers — and leaders who model the behaviours themselves. When senior leaders hold regular one-on-ones, ask for feedback and discuss development seriously, the rest of the organisation follows. When they treat reviews as paperwork, so does everyone else.
How do you set goals and run fair reviews?
Clear goals and evidence-based reviews are the backbone of performance management. These guides cover OKRs, review design, calibration and handling underperformance fairly.
Performance Calibration: How to Run Fair Rating Sessions Across Teams
Run calibration sessions that make performance ratings consistent, fair and defensible.
Performance Improvement Plans (PIPs): How to Write and Run a Fair Plan
When and how to use a PIP fairly — diagnosis, measurable goals, support, reviews and outcomes.
How Do You Manage Underperformance Effectively?
A practical guide to managing underperformance — why addressing it matters, diagnosing the real causes, setting clear expectations, providing support and improvement plans, and handling the process fairly.
How Do You Conduct Effective Performance Reviews?
A practical guide to conducting effective performance reviews — their purpose, how to prepare and run them fairly, avoiding rating bias, and making reviews developmental rather than dreaded.
How Do You Set Effective Goals and OKRs?
A practical guide to setting effective goals and OKRs — SMART goals, the OKR framework, aligning goals across the organization, and the common goal-setting mistakes to avoid.
What Is Performance Management and How Does It Work?
A clear guide to performance management — what it is, how the performance cycle works, the shift from annual reviews to continuous management, and why it drives both performance and engagement.
What makes performance goals effective?
Effective goals are few, clear and connected. Three to five goals per person per period are usually enough; more than that dilutes focus. Each goal should describe an outcome rather than an activity, include a measure and a date, and connect visibly to team and company priorities so people understand why it matters. Goals should be stretching but achievable, and agreed rather than simply assigned.
Many organisations combine two types: ongoing role expectations measured by KPIs — for example service levels, quality or sales targets — and a small number of improvement or project goals, often written as OKRs. Review goals regularly in one-on-ones and update them when priorities change; a goal written in January and ignored until December is not managing performance. Our guide to setting goals and OKRs includes templates and examples, and our OKR software comparison covers tools that keep goals visible across teams.
What are the stages of the performance management cycle?
Performance management is a cycle, not an event. Each stage feeds the next, and skipping one weakens the rest.
| Stage | What happens | Key guide |
|---|---|---|
| Plan | Set goals and expectations aligned with team and company priorities | Goals & OKRs |
| Coach | Regular one-on-ones, feedback, removing obstacles | One-on-ones |
| Develop | Feedback from multiple perspectives, development plans | 360 feedback |
| Review | Summarise performance against goals and behaviours | Performance reviews |
| Calibrate | Apply consistent standards across teams | Calibration |
| Act | Reward, develop, or address underperformance | PIPs |
How should managers handle underperformance?
Most underperformance can be resolved early, without formal steps, if managers act quickly and constructively. Start by checking that expectations are clear and documented, then raise the issue in a private conversation with specific examples, listen for causes — unclear priorities, missing skills, workload, personal or health issues — and agree concrete changes with a review date. Offer support that matches the cause: training, coaching, clearer priorities or adjusted workload.
Only when informal steps have not worked does a formal process make sense. A fair performance improvement plan sets measurable goals, provides real support and reviews progress regularly. Throughout, keep records factual and consistent with how others are treated, involve HR early, and remember that some apparent performance problems are really health or disability issues requiring adjustments. Our guide to managing underperformance covers the early stages in detail, and the HR Compliance & Employment Law guide explains the legal framework if matters escalate.
How do you build a culture of continuous feedback?
Feedback changes behaviour when it is frequent, specific and two-way. One-on-ones and 360 feedback make it a habit rather than an annual event, so that reviews hold no surprises and development happens all year round.
One-on-One Meetings: Agenda, Questions and Best Practices for Managers
A practical agenda, questions and habits for effective manager one-on-ones.
360-Degree Feedback: How to Design, Run and Use It for Development
Design and run 360-degree feedback that develops leaders — questions, anonymity, debriefs and follow-up.
How Do You Give Effective Feedback?
A practical guide to giving effective feedback — why feedback drives performance, how to make it timely, specific, and constructive, balancing positive and developmental feedback, and avoiding common mistakes.
How does the 9-box grid support talent reviews?
The 9-box grid places employees by current performance (horizontal) and assessed potential (vertical). It helps leadership teams discuss development, succession and retention in a structured way — as long as placements are based on evidence and treated as a snapshot, not a permanent label.
Use the grid in calibration-style discussions, with evidence for each placement, and translate placements into actions: development plans, stretch assignments, mentoring, retention conversations or support plans. Be careful with "potential", which is easily influenced by bias; define it with observable criteria such as learning agility and leadership behaviours. Our guides on leadership development and career progression explain the follow-up.
How can people data improve decisions?
People analytics turns HR data into evidence about what drives performance, engagement and retention — and helps leaders act before problems become expensive, with privacy and fairness built in from the start.
Employee Attrition Analysis and Prediction: Drivers, Models and Ethical Use
Analyse attrition drivers, build explainable risk models and use insights ethically to improve retention.
How to Build a People Analytics Dashboard: Metrics, Data Model and Governance
The metrics, data model, tool choices and governance you need to build a people analytics dashboard executives actually use.
Agentic People Analytics in 2026: When HR Software Stops Reporting and Starts Acting
People analytics is HR’s top AI priority for 2026 — how agentic analytics moves systems from dashboards to autonomous action, and where the risks are.
15 People Analytics Metrics Every HR Leader Should Track in 2026
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How do you get started with people analytics?
Start with a business question, not a dataset. "Why are we losing engineers in their second year?" or "Do teams with regular one-on-ones have better engagement?" are questions leaders care about and that data can help answer. Then assemble the minimum data needed, clean it, analyse it simply and present findings with clear recommendations.
Early wins build credibility. A modest analysis that leads to a concrete change — a pay adjustment, a manager-coaching programme, an onboarding fix — is worth more than an elaborate dashboard nobody uses. Invest steadily in data quality, especially consistent job codes, manager hierarchies and leaving reasons, and put governance in place for privacy and ethics before moving to predictive work. Our getting started guide gives a step-by-step roadmap.
Which performance and people metrics matter most?
A focused set of metrics gives leaders a reliable view of whether performance management is working and where people risks are building.
| Metric | What it shows | Watch for |
|---|---|---|
| Goal completion rate | Share of goals met or on track | Goals that are too easy, or never updated |
| One-on-one frequency | Consistency of manager conversations | Teams where meetings are routinely cancelled |
| Rating distribution | Spread of ratings by team and group | Leniency, severity or unexplained group gaps |
| Regretted turnover | Loss of people you wanted to keep | Clusters by manager, tenure or pay position |
| Internal mobility rate | Moves and promotions from within | High performers with no next step |
| Engagement index / eNPS | Commitment and sentiment | Falling scores ahead of rising exits |
| Time to productivity | New-hire ramp-up | Onboarding gaps in specific teams |
Our guides to people analytics metrics and people analytics dashboards explain how to calculate and present these, and the attrition analysis guide shows how to move from reporting to prediction responsibly.
How should AI be used in performance management?
AI is entering performance management through writing assistants that draft review comments, tools that summarise feedback and goals, analytics that flag attrition risk and "agentic" systems that suggest or take actions. These can save managers time and surface patterns, but they also risk generic, inaccurate or biased judgements about people.
Keep three principles in mind. First, humans remain accountable for evaluations and decisions; AI drafts and summaries must be checked against real evidence. Second, be transparent with employees about how AI is used in reviews and analytics. Third, test outputs for bias and comply with data-protection and AI regulations, which treat many uses of AI in employment as high-risk. Our articles on agentic people analytics and AI-powered talent intelligence explore where this is heading.
Which performance and analytics tools should you compare?
Frequently asked questions about performance management and people analytics
What is performance management?
Performance management is the ongoing process of setting expectations, giving feedback, supporting development and evaluating results so that individual work contributes to organisational goals. It includes goal setting, regular one-on-ones, reviews, recognition and handling underperformance.
Should companies still do annual performance reviews?
Many organisations keep a formal review once or twice a year but supplement it with continuous feedback and regular one-on-ones. The review then summarises an ongoing conversation rather than being the only feedback point.
What is the difference between OKRs and KPIs?
KPIs measure ongoing performance of a process or role; OKRs (objectives and key results) set ambitious, time-bound goals for change or improvement. Many organisations use KPIs for business-as-usual and OKRs for priorities.
What is people analytics?
People analytics is the use of data about employees and work — hiring, performance, engagement, pay, turnover — to understand patterns and improve decisions about people and organisations.
What is the 9-box grid?
A talent-review tool that plots employees by current performance and future potential in a three-by-three grid, used to guide development, succession and retention decisions. It should be based on evidence and discussed in calibration, not used as a label.
How do you make performance management fair?
Use clear goals and rating definitions, gather evidence continuously, calibrate ratings across teams, check outcomes for bias, explain decisions transparently and give employees a voice through self-assessment and appeal routes.
The Kurums Performance & Analytics Playbook
These guides will be published as a downloadable Kurums HR e-book for managers and HR teams. Browse the existing Kurums e-book series in the shop.


