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Workspan Daily
05/15/2026
At the median, total compensation for these roles (including salary, allowances, and short- and long-term incentives) exceeds $170,000, compared to around $122,000 in Germany and just under $100,000 in the U.K.;
;Across all countries studied (Brazil, Canada, China, France, Germany, India, Mexico, Spain, U.K. and U.S.), median pay for machine learning roles increased, on average, by 2% for salaries and 6% in total compensation .
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Workspan Magazine
02/15/2023
.; “If companies conduct an analysis only on base pay, they could be leaving out important elements of total compensation,” said Emily Cervino, CEP, head of industry relationships and thought leadership at Fidelity Stock Plan Services.
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02/24/2026
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Workspan Daily
04/21/2023
“You have so much more information out there, in some respects I think it’s reshaping how some folks are going about any sort of salary negotiation,” said Nancy Romanyshyn, senior director of total rewards strategy and solutions at Syndio, a pay equity software company.
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Workspan Daily
10/03/2025
Editor’s Note: Additional Content
For more information and resources related to this article, see the pages below, which offer quick access to all WorldatWork content on these topics: ;Employee Benefits;
;Employee Compensation;
;Finance and Budgeting;
;Organizational Performance;
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Workspan Daily
10/22/2025
Editor’s Note: Additional Content
For more information and resources related to this article, see the pages below, which offer quick access to all WorldatWork content on these topics:
;Employee Compensation;
;Finance and Budgeting;
;Organizational Performance;
;Sales Compensation;
#1 Total Rewards & Comp Newsletter
Subscribe to Workspan Weekly and always get the latest news on compensation and Total Rewards delivered directly to you.
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Workspan Daily
09/15/2025
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Workspan Daily Plus+
09/23/2025
Use feedback to inform plan modifications.; Editor’s Note: Additional Content For more information and resources related to this article, see the pages below, which offer quick access to all WorldatWork content on these topics: Employee Benefits;Employee Experience;
#1 Total Rewards & Comp Newsletter
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Senior/mid-level practitioner or consultant in the total rewards or HR profession.