Chapter 4
Modern Metrics Measure Reality
2022-2023 CBRE Global Workplace & Occupancy Insights
10 Minute Read
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The metrics that matter most
For the second year in a row, utilization is the metric that matters most, with cost per seat, design density and vacancy tied for second place.
These results reflect the increased focus on metrics that measure the space efficiencies of hybrid working. The importance of people density rose 27% year-over-year, while both space-sharing ratios and reservation rates spiked more than 200%. While the emphasis on the cost per seat remained steady, both design density and vacancy decreased 25%, suggesting these metrics will be less meaningful as hybrid working evolves.
Utilization will continue to dominate occupancy metrics as the data informs workstyle personas, employee experience programs and portfolio optimization strategies. The focus on the cost per seat will likely continue if economic uncertainty persists through 2023.
Figure 13: Occupancy metrics that matter the most
Source: CBRE 2022 Occupancy Benchmarking Program.
The key occupancy metrics
Corporate real estate teams are using these five key data points—utilization, sharing ratio, design density, vacancy and people density—to assess the performance of their office portfolios.
Figure 14: Top five office occupancy benchmarks in 2022
Source: CBRE 2022 Occupancy Benchmarking Program.
From measuring a plan to measuring reality
Traditionally, occupancy metrics measured how a company plans to use space. For example, density metrics measure the efficiency of a design or occupancy plan, while vacancy and occupancy rates measure how space is assigned or allocated to teams and individuals.
Economic uncertainty and hybrid work are placing new emphasis on quantifying the cost of underutilized space. As a result, corporate real estate leaders need to measure the way space is planned and how space is used in real life. Utilization data is the key to understanding the new realities of hybrid working environments.
Figure 15: Measuring a plan versus measuring reality
Source: CBRE 2022 Occupancy Benchmarking Program.
Utilization measures space efficiency
Utilization data is usually captured at the building level using badge swipe data from existing security systems. Capturing utilization at the building level is often referred to as a show-up rate since it identifies how many people came in, but not necessarily how long they were on site.
Building-level utilization is a powerful way to measure how efficiently a building or portfolio is used on a macro level, but is not granular enough to provide insights on use patterns and employee preferences within a building.
Sensors and Wi-Fi data provide both macro and micro level data since they can measure real-time utilization for individual spaces and groups of spaces (including workspaces, rooms, neighborhoods and zones). Using sensors provides a consistent and accurate way to understand which space types are used most often.
Occupancy is not utilization
Hybrid work challenges traditional planning methods, which focus on office occupancy rather than utilization. What’s the difference between the two? While occupancy measures how a space is used at a single point in time, utilization measures how a space is used over a period of time. Occupancy has traditionally referred to the assignment of a space to a person or team for their exclusive use. The occupancy rate was the primary metric for measuring portfolio performance because space planners assumed that an assigned space wasn’t shared and would be used. As assignable and shared spaces are mixed in hybrid environments, utilization is the more effective metric to evaluate portfolio performance.
Top five sources of utilization data
The five most common sources of utilization data offer varying levels of granularity and accuracy. The use of visual observations dropped to 34%, from 56% in 2021, a pattern which will likely continue as data accuracy is prioritized and pricing for sensors continues to fall.
Figure 16: Top five sources of utilization data
Source: CBRE 2022 Occupancy Benchmarking Program.
Why utilization measurement is changing
Prior to the pandemic, utilization data was used primarily for space optimization and densification efforts. The initial response to the pandemic prompted a wave of interest in measuring occupancy and utilization to support social distancing and workplace re-entry. Now, utilization data is used to track return-to-office progress, employee work preferences and habits.
Badge swipe data provides high-level insights into how buildings are being occupied and is the default input for portfolio planners when reviewing the supply and demand of space. However, there’s been a decrease in organizations attempting to use Wi-Fi and network analysis, mostly due to the accuracy of the outputs, which can be skewed by the use of multiple devices, and the time-consuming, complex set-up required, which is further complicated by internal data collection approvals and processes.
There’s now a focus on leveraging utilization data to craft new work experiences. Identifying where employees work can help planners ensure they have meaningful interactions in the office by locating related personnel and amenities nearby.
Utilization data will also play a key role in assessing the quantity, quality and performance of spaces. There will be greater focus on quantifying space demand based on actual use patterns and to justify investment in technology and design changes based on measurable work habits. Utilization data will also be integrated into building automation systems to help power smart buildings. In 2023, the demand for sensor-based utilization data will increase as companies seek more granular data to identify cost efficiencies and guide ESG commitments.
Demand for sensor-based utilization data will increase as companies seek more granular data to identify cost efficiencies and guide ESG commitments.

The business case for utilization
Many organizations struggle with articulating the value of utilization data, so such efforts fail to gain organizational support or funding. Investments in utilization sensors and analytics tools may appear expensive when considered in isolation. However, contextualizing the benefit of utilization data in terms of supporting and meeting business objectives strengthens the business case:
OPTIMIZE SPACE
Validating new demand for space is critical to portfolio management in hybrid work environments. Utilization data quantifies actual space demands and identifies the type of spaces workers prefer.
IMPROVE WORKPLACE EXPERIENCE
Empowering employees to choose where, when and how they work improves their experience, which ties directly to engagement and retention.
REDUCE ENVIRONMENTAL IMPACT
Using utilization data to optimize HVAC systems to improve comfort levels while managing energy spend and carbon reduction more effectively.
INCREASE OPERATIONAL EFFICIENCY
Integrating utilization with building management and control systems can automate a building’s response to occupancy changes and environmental factors.
DRIVE FINANCIAL SAVINGS
Optimizing space and increasing operational efficiency can reduce ongoing occupancy and operational costs.
Utilization data plays a key role in assessing the quantity, quality and performance of spaces.

Utilization also measures employee experience
Understanding how space is used helps identify space optimization and workplace experience improvements based on employee preferences and work patterns. By tracking how improvements impact space utilization over time, organizations can quantify the value created in workplace design, technology and experience investments.
Thirty-six percent of respondents track utilization in collaboration or amenity spaces. While most organizations still rely on visual observations for this data, ceiling-mounted area sensors are the most popular technology tool for automating the capture of utilization data.
Figure 17: Utilization data sources for collaboration spaces in use
Source: CBRE 2022 Occupancy Benchmarking Program.
Understanding how space is used helps identify space optimization and workplace experience improvements based on employee preferences and work patterns.

How hybrid working impacts metrics and reporting
The rising dependence on utilization data is not the only change to occupancy metrics. Traditional occupancy reporting, terms and metrics are being updated to measure new ways of working.
A: Workers are no longer tethered to a desk. Measure utilization in work, collaboration and amenity spaces to understand portfolio performance and which space types best support new work styles.
A: Including unassignable spaces in your vacancy reporting may create the impression that those spaces are available for assignment to a person or team. Consider tracking assignable and unassignable workspaces separately to avoid inflating vacancy rate reporting.
(sq. ft./sq. m. per person)
A: Real estate leaders should consider the full worker population regularly accessing a location to target the right services and space types needed for on-site work, collaboration and socialization.
A: Consider creating neighborhoods of commonly held reservable workspaces that are not allocated to one team to promote space sharing. Explore the benefits of eliminating chargebacks or transitioning to a pay-per-use methodology based on utilization data.
New occupancy metrics for new ways of working
To measure portfolio performance more effectively in hybrid environments, CBRE has refined the terms and metrics in its Occupancy Benchmarking program. This includes updating terms in the context of hybrid working and adding new terms and metrics.
Figure 18: Updated terms for select occupancy metrics
Note: See the Appendix for more definitions of the terms contained in this report.
Source: CBRE 2022 Occupancy Benchmarking Program.
Figure 19: Example of new terms used in an office-first planning concept
Source: CBRE 2022 Occupancy Benchmarking Program.
Driving data quality through integration
Modern occupancy metrics rely on data from multiple parts of a business. Integrating these data sources directly with a company’s space data management system, or indirectly through a data warehouse or data lake, helps automate planning processes and improve data quality.
Figure 20: How data is integrated
Source: CBRE 2022 Occupancy Benchmarking Program.
Modern metrics enabling portfolio optimization
Starting in Q1 2021, CBRE launched a survey of Occupancy Management clients to understand return-to-office trends. Seventy-seven percent of respondents planned portfolio optimization projects during the pandemic. While most optimization methods focused on reducing space, recent conversations have shifted to strategies for rebalancing and maximizing space—most notably, space-sharing strategies that can accommodate future business growth within existing spaces. While space optimization strategies are shifting, each approach relies on utilization data.
Figure 21: Design changes during the pandemic
Source: CBRE 2022 Occupancy Benchmarking Program.
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