Learn how to set up a performance measurement framework to ensure data consistency, effective reporting, and continuous improvement.

1. Define Context of Measurement
What’s the state of performance measurement in 2026?
- On one hand, experts agree on the importance of starting with the business context.
- On the other hand, this recommendation is often ignored, and measurement systems are designed in isolation from business challenges.
A common example is the popular Balanced Scorecard framework being used merely to group KPIs into four perspectives. As a result, the framework is reduced to a performance measurement exercise that fails to create any meaningful value for stakeholders.
S.M.A.R.T. is another common practice for goal setting and performance tracking. In this approach, goals, metrics, and targets are combined into a single smart goal. While effective on a small scale, it becomes challenging to maintain and adapt as the business environment grows more complex.
What’s the best way to define the business context? Start with high-level aspirations and cascade them down to scorecards, objectives, KPIs, and initiatives.
This approach, explained in our Strategy Implementation System, is adaptable to any organizational scale or domain. For instance, we have demonstrated how to apply it effectively to business groups.
At the practical level, you can start an internal workshop using the Strategy Execution Canvas by BSC Designer to move from stakeholder needs to the decomposition of strategy into sub-goals and the identification of relevant performance metrics.
2. Set Up KPIs
When setting up a performance monitoring framework, consider these stages:
- Idea generation
- Technical setup
- Ensuring data consistency
- Organizing KPIs into a hierarchy
Let’s discuss these stages.
Idea generation stage
This stage involves identifying KPIs to quantify the value created for stakeholders within the defined context. This can be challenging and often requires iterations. In the KPI System, we shared our approach to finding KPIs in challenging cases.
General advice: Use KPI definition to clarify goals and their quantification. Engage your team in discussions and avoid linking individual KPIs to rewards.
AI tools can facilitate this process, especially when contextual information about your strategy and metrics is available. In BSC Designer, this is automated on the AI tab.
Another practical recommendation for the KPI generation step is to agree on terminology – what you call a measure, target, indicator, or metric. Refer to the terminology used in the BSC Designer platform for guidance.

Technical setup
Technical setup of a KPI includes:
- Defining its name and description to clarify how it is measured.
- Assigning an owner (responsible for updates)
- Assigning stakeholder (interested party) to clarify the relevance of a KPI.
- Specifying measurement units, such as quantitative, qualitative (e.g., Likert scale), or binary (yes/no) units.
- Selecting a performance function, e.g., determining whether a higher value (such as customer satisfaction) indicates better performance or whether a lower value (such as response time) is preferred.
Consult the tutorial to learn how to set up KPIs in BSC Designer.
Ensuring data consistency
Consistency is crucial in performance measurement. To achieve it:
- Define actualization intervals (e.g., weekly, monthly) to ensure regular updates.
- Establish data inheritance behaviors for periods without specific data.
- Specify the evidence required to validate indicator updates.
- Set data grouping rules for aggregated metrics, such as averaging customer satisfaction or summing sales values.
When KPI values are updated periodically, the data grouping method determines how monthly data is aggregated for year-to-date calculation.

Automation tools support data consistency by offering features such as:
- Automatic synchronization from template to replicas.
- Detailed audit trails for KPI changes.
- Lock of historical data to prevent unauthorized edits.
- Approval workflows for validating data.
Consult the tutorial to learn how to ensure data consistency in BSC Designer.
Organizing KPIs into a hierarchy
Finally, individual KPIs should be organized into hierarchies or scorecards:
- Define their position of a KPI in the hierarchy.
- Specify data connections between KPIs (e.g., one KPI contributing to another).
- Establish contextual connections.
- Clarify the relationship between parent goals and indicators (leading vs. lagging).
- Assign weights to prioritize metrics within the same parent goal.
At this stage, it is also important to keep activity and outcome metrics in separate performance calculations.
3. Plan and Track Performance
Once the measurement framework is created, we begin using it for actual planning and performance monitoring.
Planning
Define targets of KPIs for specific dates:
- Set single-date targets (e.g., achieving 90% customer satisfaction by year-end), or
- Establish cumulative targets (e.g., gradually increasing trained staff percentages quarterly).
Monitoring
- Update KPIs according to their actualization interval.
- Calculate performance for each KPI.
Data collection and calculations can be automated using performance measurement software.
4. Analyze Performance
Once updated, KPIs should be systematically analyzed to assess performance:
- Conduct a basic analysis of KPIs by comparing their current states with previous updates.
- Apply analytical methods to identify trends, anomalies, or significant changes.
- Perform gap analysis to investigate discrepancies.

Visualization tools:
- Use dashboards to track trends and make comparisons.
- Use strategy maps to assess the impact of performance on objectives.
- Explore aggregated performance views for perspectives, scorecards, or overall results.
5. Improve Continuously
Goodhart’s Law states:
“When a measure becomes a target, it ceases to be a good measure.”
That’s one of the reasons that induce undesired behavior.
Best practices:
Use performance measurement to understand challenges better and revise response strategies. Avoid tying KPIs directly to rewards and compensation.
Continuous improvement involves:
- Map observations and corrective actions via KPI comments.
- Send automatic notifications to metric owners for reviews.
- Engage stakeholders through performance reports.
As Alex Brueckmann, an internationally renowned strategy expert, articulated:
“Make Strategy a Conversation. Create space for your team to ask questions, share ideas, or even challenge assumptions. Buy-in happens when people feel heard, not when they’re simply told.”
Consult the tutorial to learn about discussing KPIs in BSC Designer.
Automation Toolkit and Examples
Most performance measurement frameworks start with Excel spreadsheets. With increasing complexity, using specialized tools like BSC Designer becomes essential.
Common use cases of BSC Designer platform include:
- Measure quality and safety.
- Conduct continuous assessments with evaluation scorecards.
- Facilitate internal and competitive benchmarking.
- Monitor transformation strategies: cost reduction, digital transformation.
- Track performance of physical/virtual assets: continuity management, disaster recovery.
- Measure intangibles: leadership, governance, cybersecurity.
- Establish GRC controls.
- Automate compliance scorecards and ISO certification measurements.
- Manage talent performance (e.g., HR, training, reward calculations).
- Automating KPIs with different scoring logic in financial organizations.
Move from Excel to Connected KPI Tracking
Share your existing Excel scorecard or strategic plan, and we’ll review how your strategy team can move from spreadsheet-based KPI tracking to a connected strategy execution system in BSC Designer.
Test the approach with one scorecard or department before considering a broader rollout.
Results Achieved
Find below some quotes from the stories shared by our users about the results that the BSC Designer platform and measurement framework helped to achieve:
Dieter Brunner (CSO, GRZ IT Center Linz GmbH) - Austria — Cybersecurity
Dr S. Pavan Kumar (Assistant Professor, National Institute of Technology Karnataka, Surathkal) - India — Education
Andrejus Kaleinikovas (Managing Partner of IRS Consulting) - Lithuania — Non-profit
Stefan H. (DSM) - Netherlands — Healthcare | Verified by G2
José Ricardo Zea Grayeb (Quality team coach, GB Plus, S.A.) - Mexico — Quality Management
Mohammed Thiab (Millennia-Vision Consulting) - Jordan — Consulting
Martin Horký (Quality Manager at Karsit Holding Ltd.) - Czech Republic — Quality Management
Dr L A Moses (Health care Manager, SpesNet Limited, Centurion) - South Africa — Teaching Strategic Planning
Mohamed M. (Hassan Allam Properties) - Egypt — Real Estate | Verified by G2
What’s Next?
- Sign up for a free plan on the BSC Designer platform to start prototyping your performance measurement framework.
- Join one of our training sessions to deepen your knowledge of performance measurement.
- Arrange one-to-one consulting sessions to identify the best KPIs tailored to your business challenges.
Alexis Savkín is a strategy architect and founder of BSC Designer, a strategy execution platform with the Balanced Scorecard at its core. He is the creator of the Strategy Execution Canvas, the author of two books and more than 100 articles on strategy and performance measurement, and an international conference speaker. Connect with Alexis on LinkedIn.
