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Access monthly updates with detail by geography, industry, role, and level, including private firms with limited disclosure.
Watch our on-demand webinar to see the Private Markets Tearsheet Blueprint, built in S&P Capital IQ Workbench and accessible via S&P Capital IQ Pro. See how to instantly turn complex funding, investor, and company data into clear, actionable views, with no coding required.
See how workforce data can reveal growth patterns in a real-world example looking at AI startups founded between 2020–2024 with over 10% YoY growth.
Headcount Analytics - Example Data Points
In March 2022, Google formally acquired Raxium, a startup specializing in augmented and virtual reality technologies (AR).
What the headcount data shows: Around the time of acquisition, Raxium’s workforce peaked at just under 50 employees, before settling to a stable base of 30–33 over the following years. That trajectory is consistent with a talent integration play—key specialists migrating into Google’s hardware division while the company maintained only a lean shell.
The team composition was heavily weighted toward R&D, with virtually no sales, marketing, or customer-facing roles. This strongly suggests that Raxium was not a company building a product for scale, but a lab-style research group assembled around a specific display technology.
By acquiring it, Google compressed years of specialist hiring into a single transaction, redeploying scarce technical expertise into its own AR hardware roadmap.
This example using Madison Logic shows how the dataset can shed light on strategic workforce dynamics in companies under private equity ownership. According to the data, Madison Logic saw significant changes in its employee numbers following its acquisitions.
Initially acquired by Clarion in December 2016, the company experienced substantial growth in its workforce, expanding from approximately 100 to nearly 300 employees under their ownership.
The dynamics shifted after BC Partners acquired Madison Logic in December 2022, leading to a significant reduction in headcount. These fluctuations in employee numbers illustrate the strategic adjustments and operational shifts typical of companies under PE ownership.
We can delve deeper into Madison Logic's organizational changes by looking at role types and levels.
The company significantly expanded its manager-level positions starting in September 2019, which marked a period of substantial growth (blue line).
Referring back to October 1, 2019, when the company had 120 employees, we observe the pivotal shift towards prioritizing the manager function. During the same period, from September 2019 onwards, the sales function emerged as the next major growth area following the expansion of the management layer, albeit lagging behind manager growth by a few months (orange line).
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