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Performance Management & People Analytics

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HR Pillar Guide

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.

Goals on track78%▲ 6 pts
1:1s held92%▲ 4 pts
Regretted exits4.1%▼ 1.2 pts
Internal fill34%▲ 5 pts
Engagement trend · 8 quarters
15guides3modules2,000+words each2026reviewed
In short: Performance management works when it is continuous, fair and focused on growth — clear goals, regular conversations, timely feedback, evidence-based reviews and real support for people who struggle. People analytics makes it measurable: it shows whether goals are met, where engagement or turnover is at risk and which interventions work.

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.

01Goals & reviews

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.

All goals & reviews guides →

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.

StageWhat happensKey guide
PlanSet goals and expectations aligned with team and company prioritiesGoals & OKRs
CoachRegular one-on-ones, feedback, removing obstaclesOne-on-ones
DevelopFeedback from multiple perspectives, development plans360 feedback
ReviewSummarise performance against goals and behavioursPerformance reviews
CalibrateApply consistent standards across teamsCalibration
ActReward, develop, or address underperformancePIPs
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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.

02Feedback & one-on-ones

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.

All feedback & one-on-ones guides →

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.

Potential ↑
EnigmaHigh potential, low current performance — find the blocker
Growth employeeStrong potential, solid performance — stretch them
Future leaderTop on both — accelerate and retain
DilemmaModerate potential, low performance — support or redeploy
Core playerReliable contributor — recognise and develop
High performerExcellent results — keep engaged
Under-performerLow on both — clear plan needed
EffectiveMeets expectations in current role
Trusted professionalExpert results, current-role focus
Performance →

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.

Practitioner note: Never share 9-box placements as labels with employees. Share the development conversation and the actions that follow instead.
03People analytics

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.

All people analytics guides →

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.

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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.

MetricWhat it showsWatch for
Goal completion rateShare of goals met or on trackGoals that are too easy, or never updated
One-on-one frequencyConsistency of manager conversationsTeams where meetings are routinely cancelled
Rating distributionSpread of ratings by team and groupLeniency, severity or unexplained group gaps
Regretted turnoverLoss of people you wanted to keepClusters by manager, tenure or pay position
Internal mobility rateMoves and promotions from withinHigh performers with no next step
Engagement index / eNPSCommitment and sentimentFalling scores ahead of rising exits
Time to productivityNew-hire ramp-upOnboarding 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.

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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.

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Last Updated: October 2026 · Reviewed by the Kurums HR editorial team.