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Mathematical Optimization Is Strong: So What Stands In Its Way?

Feb 13, 2024 - forbes.com
The article discusses the growing interest and usage of mathematical optimization in various industries. According to Gurobi Optimization's annual survey, over 80% of companies are combining mathematical optimization with machine learning, and the number of practitioners with one to three years of optimization experience grew by 25% in 2023. The field is expanding beyond traditional domains like logistics and supply chain management to areas like pricing, finance, telecommunications, healthcare, energy, and environmental management.

However, the article also highlights a knowledge gap in the field, with 81% of survey respondents holding an advanced degree in a related field. To bridge this gap, the article suggests businesses train their data scientists in optimization, particularly those with a strong mathematics background. This would enable them to make better business decisions and meet future business challenges.

Key takeaways:

  • Mathematical optimization is slowly joining the data science mainstream, with more than 80% of surveyed companies combining it with machine learning.
  • The number of practitioners with one to three years of optimization experience grew by 25% in 2023, indicating a growing interest and need for talent in this field.
  • Mathematical optimization is expanding beyond traditional domains like logistics and supply chain management, with increasing use in areas like finance, telecommunications, healthcare, energy and environmental management.
  • There is a significant knowledge gap in the field of mathematical optimization, with 81% of survey respondents holding an advanced degree in a related field. Bridging this gap with more accessible tools and resources is crucial for the field's growth.
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