When looking for a job in North America, your resume is your first step. Whether you're a new college graduate, a career changer, or a technical job seeker, if your resume isn't up to scratch, chances are you won't get an interview, no matter how skilled you are. An effective resume should be precise, clear, and highlight results. Here are a few core changes.
First, cut out irrelevant experiences. Keep your resume on one page and keep it close to the job requirements. For example, if you apply for a data position, the coffee shop part-time job at the university and the student association that has nothing to do with the position can be deleted. Focus on projects, internships, coursework, etc., that directly reflect your technical abilities.

Second, each experience should be clear about "what you did" and "what result it brought." For example, instead of "participating in a data analysis project," write "Used Python to analyze 20,000 sales data to identify key customer segments and help optimize advertising strategies." Concrete, quantitative, and results are the real persuasive content
Then, be concise and powerful. Start each sentence with a verb, such as "Developed, Designed, Analyzed, Built." Active voice is better than passive voice. Don't use long sentences and don't make grammatical mistakes. If you are a non-native speaker, ask a friend or use a grammar tool to check if the expression is natural.
In addition, they have job-related keywords. Many companies now use automated screening systems, and if you don't have keywords in your resume, such as "SQL, Python, Machine Learning, Communication," it may be directly filtered out. Your task is to extract keywords from the job description and incorporate them naturally into your experience.
Conclusion
Job hunting in North America is highly competitive, and a good resume won't get you an offer directly, but it will definitely get you more interviews. The process of revising your resume is actually a process of combing through your own experience.