When data scientists do not bring diverse perspectives to their work, the science and technology they produce suffers.
Chat GPT is a chatbot that is “trained with human assistance to deliver more useful, better dialog.” The people assisting that training—those who create the models and assemble the data used to train chatbots—make a difference in the technologies that will go on to shape our lives.an early critic of racial bias in facial recognition software, said technology should “be more attuned to the people who use it and the people it’s used on.
Some of these barriers are frustratingly familiar. Chief among these is a lack of awareness among undergraduates about academic programs that can lead to careers in data science, a related lack of awareness of the value of a graduate degree in data science , and the lack of awareness of the impact women can have on society as data scientists.
A lack of family, peer and community support also presents barriers for women. Women who are expected to provide financial support to their families, are low-income, or are first-generation students may not receive support from communities that are also unlikely to be aware of the value of a graduate degree. First-generation students in particular do not have access to the tools they will need to navigate academic programs in which they are a minority.
Believing that they are unfit and unwelcome in an academic program creates feelings of inadequacy among female data scientists, with negative impacts on their confidence and self-esteem. Capable and talented women dealing with low self-efficacy and impostor syndrome often leave data science and related fields at the undergraduate level, resulting in under-enrollment in graduate programs. They also leave programs at higher rates before completing a degree.
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