Colleagues, implementing a well-defined, forward-thinking career development plan can boost your career and income growth over a 30-year life cycle. According to Fortune Business Insights “The global Machine Learning (ML) market size was valued at USD $35.32 billion in 2024. The market is expected to grow from USD $47.99 billion in 2025 to USD $309.68 billion by 2032, exhibiting a CAGR of 30.5% during the forecast period.” In global comparison, the largest market size will be US $73.98B in 2025.” Making modest investments in your professional training and certification will reward you with greatly enhanced income potential.
Assumptions:
Duration: 30-year career lifecycle (e.g. age 25-55)
Salary: $142,000/year - Glassdoor (compensation will vary by location - we will use a US average for our analysis)
Education Level: This model is based upon the individual having a BS/BA degree. A MS/MA degree adds an extra 5%-10% to annual income
Training & Certification: 5%-10% income lift/year
Salary - Annual Increase per CPI Inflation: 2.5%/year
Base Case: Junior Level - age 25/1st certification
Intermediate Case: Senior Individual Contributor - age 30/2nd certification
Advanced Case: Mid-Upper Management - age 35/3rd certification
Expert Case: Technical Refresher - age 40-45/4th certification
Junior Level (5 years of experience):
Title(s): Junior Data Scientist, Machine Learning Intern/Analyst, Junior AI/ML Engineer
Base income: $164,597/year
Sample Training & Certs: Microsoft Certified: Azure AI Fundamentals (AI-900), Google Cloud Certified: Associate Cloud Engineer, AWS Certified Cloud Practitioner
Intermediate (10 years of experience):
Title(s): Machine Learning Engineer, Data Scientist, Computer Vision Engineer, NLP Engineer, , AI Product Manager
Base income: $199,240/year
Sample Training & Certs: IBM Machine Learning Professional Certificate, Applied Machine Learning Specialization, Machine Learning Fundamentals with Python and SQL Specialization, Generative AI for Everyone, TensorFlow Developer Certificate, AWS Certified Machine Learning - Specialty, Microsoft Certified: Azure AI Engineer Associate (AI-102)
Advanced (15 years of experience):
Title(s): Senior Machine Learning Engineer, AI Solutions Architect, AI Researcher/Research Scientist, Lead Data Scientist, RAG Gen AI Manager, Senior Machine Learning Engineer, Lead Data Scientist, MLOps Architect, AI Research Scientist
Base income: $243,455/year
Sample Training & Certs: AI TensorFlow Developer Professional Certificate, Contact Center AI: Conversational Design Fundamentals, Data Structures, Algorithms, and Machine Learning Optimization, TensorFlow for Machine Learning, Machine Learning, and Deep Learning, Professional Machine Learning Engineer (Google Cloud), Red Hat Certified Specialist in OpenShift Application Development
Expert (Executive-Refresher) (20 years of experience):
Title(s): Chief AI Officer (CAIO), Director of AI/Head of AI, Principal Engineer/AI Fellow, AI Ethics Specialist, Principal Machine Learning Engineer, Director of AI/ML Engineering
Base income: $397,522/year
Sample Training & Certs: Apply Generative Adversarial Networks (GANs), TensorFlow for Machine Learning, Machine Learning, and Deep Learning, Convolutional Neural Networks, NVIDIA Professional Certification, Applied AI Certifications, Independent Research and Publication
Income Comparison:
Base Case: Junior Level - $164,597/year
Intermediate Case: Senior Individual Contributor - $199,240/year
Advanced Case: Mid-Upper Management - $243,455/year
Expert Case: Technical Refresher - $397,522/year
Note: For a more comprehensive roster of Machine Learning certifications see Google Cloud, Meta, Microsoft along with Coursera, Datacamp, Digital Ocean, edX.
Machine Learning Specializations, Master Classes and Certifications:
Data Structures, Algorithms, and Machine Learning Optimization
Machine Learning Fundamentals with Python and SQL Specialization
Get started today (teams & execs are welcome).
Recommended Reading: See the “Transformative Innovation” book series
1 - AI Software Engineer: ChatGPT, Bard & Beyond (Audible) (Kindle)
2 - ChatGPT, Gemini and Llama - The Journey from AI to AGI, ASI and Singularity (Audible) (Kindle)
3 - ChatGPT - The Era of Generative Conversational AI Has Begun (Audible) (Kindle)
4 - The Race for Quantum Computing (Audible) (Kindle)
5 - The Upskill Gambit - Discover the 5 Keys to Your Career and Income Security in the Digital Age (Audible) (Kindle)
Much success in your Machine Learning career journey, Lawrence E. Wilson - AI Academy (share with colleagues & friends)
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