
Why Workforce Analytics Requires More Than Technology
Author: Eleanor Hecks
As workforce analytics becomes more sophisticated, organizations have more ways to understand how work gets done. But introducing these tools without clear communication can create uncertainty around privacy, data use and employee trust. HR leaders should make the purpose and boundaries of these tools clear from the start.
The Rise of Employee Monitoring
The workforce analytics market has reached $2.92 billion in 2026 as organizations pursue hybrid-work optimization, data-driven talent decisions and AI-powered analytics. Within this broader market, organizations are increasingly using tools such as productivity-monitoring software, keystroke logging, application and activity tracking and other systems that analyze employees' work patterns.
These technologies can give HR greater visibility into workloads, staffing needs, productivity and broader workforce trends. However, as these tools become more sophisticated, HR also needs to consider how employees will understand and respond to data collection.
What Can Go Wrong When Employers Introduce Productivity Trackers?
Problems can arise when employees do not know what information the organization collects or how it will use it. Workers may worry that screenshots or time away from a device could become measures of their value or performance.
These concerns are worth taking seriously. The American Psychological Association found that 45% of workers who experienced workplace monitoring said their work environment had a negative impact on their mental health. The finding highlights why HR should consider the employee experience when introducing these tools.
Building Trust in Workforce Analytics
Introducing monitoring works best when employees understand the decision and see themselves as part of the process. Transparency and early communication often build confidence and trust.
Address Employee Concerns Before They Become Questions
HR should explain the basics before introducing the software, including which activities the system will track and which it will ignore. Managers should also let teams know whether the tracker data can influence performance decisions. Proactively explaining the tool's capabilities and limitations can help prevent an unexpected discovery from becoming a trust issue.
Have a Clear Purpose for the Technology
HR should identify the specific problem before choosing a solution. This becomes especially important as organizations race to adopt emerging technologies without defining clear objectives first.
This pattern is visible in how many companies are currently approaching AI adoption. A survey found that about half of organizations have deployed AI or plan to do so this year, but only one-third have a strategy for it. These numbers show that organizations are implementing tools simply because they feel like they “should,” faster than they can define what success looks like. Workforce analytics tools — many of which now include these AI-powered features — present the same challenge. “We need to use more tools that integrate AI” or “Everyone else is tracking productivity” are not strategies.
Without a clear purpose, HR may collect more data than it needs or track metrics that don't align with actual business decisions. Before selecting a monitoring tool, HR should determine what it needs to learn and what decisions the data will support.
Explain the Difference Between Aggregate and Individual Data
Employees should understand whether HR is looking for broader workforce patterns or evaluating individual behavior. Aggregate data might show that a department is consistently handling a heavy workload, while individual data could reveal how a specific employee spends their time. Making this distinction clear can reduce uncertainty about how the organization will use employee information.
Build Trust Through Inclusive Practices
Employee involvement should begin before committing to a vendor or a tool. Representatives can help assess what a system collects and whether intrusive features align with organizational goals. HR can invite employees to ask questions and solicit their feedback on monitoring policies.
California's proposed AB 1883 illustrates the emerging regulatory conversation around workplace monitoring. The bill seeks to prohibit employers from using workplace surveillance tools that predict emotional states or collect neural data. As proposed legislation, it is not currently a requirement for California employers, but it demonstrates how policymakers are beginning to address newer forms of workplace surveillance.
Trust Starts Before the Monitoring Does
Workforce analytics can deliver real insight into workforce needs. Organizations that communicate openly about purpose and involve employees often create monitoring systems that support better resource allocation and planning.
References:
“Workforce Analytics Market Size and Share — Growth Trends and Forecast (2026-2031).” Mordor Intelligence, 30 July 2026, https://www.mordorintelligence.com/industry-reports/workforce-analytics-market.
“2023 Work in America Survey: Artificial Intelligence, Monitoring Technology, and Psychological Well-Being.” American Psychological Association, September 2023, https://www.apa.org/pubs/reports/work-in-america/2023-work-america-ai-monitoring.
“The 2025 Lux Innovation Survey: How AI and Deglobalization Are Rewriting Corporate Innovation.” Lux Research, 6 October 2025, https://luxresearchinc.com/de/blog/2025-lux-innovation-survey-ai-deglobalization/.
Bryan, Issac. “AB 1883: Workplace Surveillance Tools.” Digital Democracy Calmatters, 13 August 2026, https://calmatters.digitaldemocracy.org/bills/ca_202520260ab1883.
About the author
Eleanor Hecks is a business writer and researcher with a particular focus on HR and hiring. She currently contributes to a range of HR publications alongside her work as Editor-in-Chief of the online publication Designerly Magazine.
The views and opinions expressed in this blog post belong solely to the original author(s) and do not necessarily represent the views and opinions of CPHR Alberta.





