Analysis indicates that U.S. non-farm payrolls increased by 162,000 in August, but this figure may be overstated due to unusually favorable seasonal adjustments. Unadjusted employment data shows the economy added only 154,000 jobs, close to 2025 levels. If last year's seasonal factors were applied, August non-farm payroll growth would be only about 15,000. This distortion suggests that August's apparent strength may not be a sufficient benchmark for September, emphasizing the need to focus on underlying employment trends.