Worker pay growth in the United States differs greatly between cities, with some urban areas seeing much faster wage increases than others. According to ADP Pay Insights, in August, workers nationwide experienced a 4.7% increase in gross pay and a 3.2% rise in base pay compared to the previous year. However, certain metropolitan areas saw wage growth that outpaced inflation. These cities typically had strong job growth, a shortage of available workers, and higher employee turnover, according to data from the payroll processor ADP. Wage growth tends to be stronger in cities with a high concentration of manufacturing and financial services firms. "Sometimes a labor supply shortage, caused by an aging workforce or skills mismatch, can drive up wages," said Liv Wang, a lead data scientist at ADP, in an interview with CBS News. This shortage can occur when there aren't enough qualified workers to fill available jobs, leading employers to offer higher pay to attract and retain talent. Nationwide, wages in August rose at an annual rate of 3.1%, the lowest since May 2021, even though job growth was stronger than economists had predicted, according to the Department of Labor. ADP collects data specifically on private-sector employment, while the government's non-farm payroll figures include both private and government jobs, offering a more comprehensive view of the job market. ADP identified the top 10 metro areas with the fastest wage growth in August, as well as the top 10 industries experiencing the most rapid wage increases. These rankings highlight the varying economic conditions and labor market dynamics across different regions and sectors in the United States.