Many technical recruiters and IT hiring managers advise that certifications are more valuable for entry-level and lower-level IT professionals than for experienced employees. An obvious exception are certificates that demonstrate proficiency in emerging technologies such as AI, machine learning, and automation.
Certifications by themselves don’t guarantee a job offer or an increase in income, but in a competitive job market, having a qualification in one of these technologies will definitely help you stand out.
The value of a certification depends on your goals
The value of a certification is primarily determined by its purpose, explains Mark Wilder, vice president of New York Talent Solutions. atriuma global human resources solutions and enhanced workforce management provider. “In my experience, professionals who have spent more than a decade at the top of their technical fields see little value in obtaining certifications and may have built successful careers without them,” Wilder explains.
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While some recruiters and human resources professionals place a premium on certifications, many recruiters place more value on actual experience and proven skills. some cCompanies won’t even evaluate resumes for specific IT roles unless specific qualifications are specified. If you want to move into a new technical field, earning a relevant certification can be an important step. This will give you core-level knowledge that you can expand on further.
Platform-specific certifications are always in demand
Companies are also looking for people with platform-specific experience and certifications for the cloud products they use, such as Azure, ServiceNow, and Salesforce, explains Michael Morris, Boston-based global head of platforms and talent. ranstad digital.
“Candidates who come to the table already certified can hit the ground running and see results much faster,” Morris says. “It also demonstrates the key qualities of adaptability and ambition that are essential to a successful career in the technology industry, especially when pursuing high-paying roles that require niche or in-demand skills.”
In today’s IT labor market, in-demand skills include machine learning and automation skills. Earning certifications in these fields can help you qualify for promotions and new roles with greater responsibility, increased earning potential, and job security.
At the very least, a machine learning or automation certification could help move you from consideration to interview, as many recruiters view them similarly. They show that you can work on your goals, invest the time and effort, and see them through to the end.
machine learning certification
If you want to earn a machine learning certification, sources I spoke to pointed to the following training programs to help you stand out.
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AWS Certified Machine Learning Specialty – This certification recognizes advanced technical ability and knowledge in developing, implementing, deploying, and managing machine learning systems on AWS cloud services. This includes the entire machine learning lifecycle, including data engineering for ML, exploratory data analysis, feature engineering, model selection, hyperparameter optimization, deployment, monitoring, and security considerations.
Anusha Kovi, Business Intelligence Engineer Amazon We believe this is one of the most applicable qualifications currently available. According to Kovi, this has a double meaning, as it evaluates not only ML ideas, but also how to deploy and operate models in the cloud, where most of the actual work takes place. There may also be a significant salary premium.
Google Cloud Professional Machine Learning Engineer – This certification focuses on designing and deploying production-ready machine learning solutions using Google Cloud technologies and assesses knowledge of data preparation, pipeline development, model architecture and evaluation, deployment to production systems, responsible AI practices, and continuous monitoring.
“This certification emphasizes integrating machine learning into enterprise systems while maintaining reliability, scalability, and governance,” said Wilder. “From an adoption perspective, this demonstrates applied expertise within the cloud ecosystem and the ability to move from experimentation to business-ready deployment.”
Google TensorFlow developer certificate – This certificate demonstrates practical modeling skills. This is especially useful if you’re an engineer and want to get closer to applied ML work..
automation certification
If you’re considering a career in automation, these certifications can help you:
PCAP Certified Associate Python Programmer – This is probably the most widely accepted certification for Python expertise. It demonstrates proficiency in OOP fundamentals, modules and packages, OOP’s exception handling system, advanced string manipulation, list comprehensions, lambdas, generators, closures, and file handling.
“Python is considered one of the most powerful and popular languages, used by many for general-purpose automation, scripting, and QA, so it’s a great certification to earn,” Morris said. “This provides a strong foundation for a variety of automation platforms and use cases to drive value across the organization.”
UiPath Certified ProfessionalI – It is the gold standard for robotic process automation (RPA). The demand is growing as organizations continue to expand their automation footprint. This corresponds directly to job titles and salaries in the RPA field.
UiPath Certified Professional (UiPath Automation Developer Associate / Professio)Naru) – This certification demonstrates your ability to design, build, test, and deploy RPA solutions using UiPath. We evaluate skills such as workflow design, automation logic, exception handling, debugging, orchestration, and integration with enterprise systems.
For some roles, employers require this certification as a required qualification. Some companies may not consider unqualified candidates, while others may prefer it as a qualification or value work experience.
AWS Certified Developer Associatee – This certification is broader and covers infrastructure and workflow automation, which are increasingly central to how modern engineering teams operate.
Red Hat Certified Specialist in Ansible Automation (or Red Hat Certified Engineer – Ansible Focus)) – Focused on automating IT infrastructure and operational processes using Red Hat Ansible. Morris said it will evaluate skills related to creating and managing Ansible playbooks, configuring automation workflows, managing inventory, and deploying repeatable infrastructure tasks across systems and environments.
Another popular certification suite is ITILone of the most widely recognized frameworks for IT service management (ITSM). “We see strong demand for digital talent who are business savvy and understand the role IT can play in driving profitable growth for companies,” Morris explains.
“ITIL 4 – Practice Manager is for professionals who want to master various service value streams, such as service desk and change enablement, and measure their ability to apply, integrate, and improve specific ITIL practices within a real-world organization.” Morris added that achieving this certification proves that candidates can integrate automation and streamline ITIL processes across an organization to achieve higher ROI.
How to decide
At the end of the day, choosing the right machine learning or automation certification will depend on whether you’re confident in your career goals and direction.
“Once you know what area you want to work in, it’s much easier to decide which certifications are worth your time,” explains Morris. “It is important to consider the credibility and recognition of each certification and choose programs that are respected by future employers and work with widely used technologies and platforms.”
