Ukraine’s Corporate-Style KPIs Maximize Russian Casualties, RAND Analysis Shows
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Ukraine has adopted corporate-style key performance indicators to maximize Russian military casualties, according to a RAND Corporation analysis published last month. Former Defense Minister Mykhailo Fedorov’s war plan sets targets of killing 200 Russian troops per square kilometer of territory seized and eliminating 50,000 per month. With monthly Russian losses now between 30,000 and 40,000, Ukraine’s attrition rate is outstripping Moscow’s ability to recruit new soldiers.
The KPI-Based Attrition Strategy
RAND researchers Gian Gentile and Andrew Radin note that Ukraine, despite Russia’s larger population, has gained the upper hand through attrition. Former Defense Minister Mykhailo Fedorov’s plan enforces key performance indicators: killing 200 Russian troops for each square kilometer of territory seized and at least 50,000 per month. Ukrainian forces now kill or wound 30,000–40,000 Russian soldiers monthly, exceeding Russia’s recruitment capacity. The strategy also imposes mounting economic costs on Moscow, leveraging data collection under Fedorov’s “mathematics of war” initiative to continuously improve efficiency.
The ePoints Incentive System
A central innovation is the “ePoints” system, the first of its kind, where drone operators submit combat footage to a government competition. Different targets carry different point values—a single soldier is worth 12 points—and accumulated points can be redeemed in an online marketplace for more drones. This gamified approach incentivizes frontline units to maximize kills while directly feeding the drone supply chain. The system exemplifies Ukraine’s broader fusion of business logic with military operations.
Domestic Defense Industrial Boom
Ukraine’s defense industrial base has expanded rapidly since the 2022 invasion, with thousands of new companies emerging to meet the demands of high-intensity warfare. The country now produces millions of drones annually, earning it praise from retired General David Petraeus, who called it “the most important military industrial complex in the free world.” New command-and-control systems, training programs, and a focus on constant innovation have allowed Ukraine to field advanced drones capable of striking deep inside Russian territory.
What's Next
The RAND note suggests that sustained attrition may eventually erode Russia’s will to continue the war. It remains unclear, however, whether Moscow can offset its manpower and equipment losses through technological adaptation or forced mobilization, or whether Ukraine’s drone industry can maintain its rapid scaling amid the economic strain of the fifth year of conflict.
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Ukraine’s Corporate-Style KPIs Maximize Russian Casualties, RAND Analysis Shows


