1. It can integrate with my business backend, analyze customer sales data and various metrics, and it’s a valuable skillset for job hunting

2. Writing and sharing programming-related content serves as both learning and expressing my own voice, and is part of building personal influence. Having one more female voice in the tech industry encourages more girls to study STEM!

3. For example, I’m now learning machine learning, so I can work on gender-related projects that align with my personal interests

Two suitable beginner projects:

1. Job posting text analysis:

• Use NLTK/spaCy to analyze job descriptions
• Identify gender-biased language
• Technologies: Text classification, sentiment analysis
• Data: LinkedIn/Indeed job descriptions

2. Resume screening fairness analysis:

• Collect resume acceptance rate data
• Analyze processing differences across different backgrounds
• Technologies: Cluster analysis, logistic regression
• Data: Simulated recruitment datasets