Data Science Research Methods: Python Edition from edX

Data scientists are often trained in the analysis of data. However, the goal of data science is to produce a good understanding of some problem or idea and build useful models on this understanding. Because of the principle of "garbage in, garbage out," it is vital thata data scientist know how to evaluate the quality of information that comes into a data analysis. This is especially the case when data are collected specifically for some analysis (e.g., a survey).

In this course, you will learn the fundamentals of the research process--from developing a good question to designing good data collection strategies to putting results in context. Althougha data scientist may often play a key part in data analysis, the entire research process must work cohesively for valid insights to be gleaned.

Developed as a powerful and flexible language used in everything from Data Science to cutting-edge and scalable Artificial Intelligence solutions, Python has become an essential tool for doing Data Science and Machine Learning. With this edition of Data Science Research Methods, all of the labs are done with Python, while the videos are language-agnostic. If you prefer your Data Science to be done with R, please see Data Science Research Methods: R Edition.

edX offers financial assistance for learners who want to earn Verified Certificates but who may not be able to pay the fee. To apply for financial assistance, enroll in the course, then follow this link to complete an application for assistance.

Note : These courses will retire in June. Please enroll only if you are able to finish your coursework in time.

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Focuses on the topic of evaluating the quality of data sourced for data analysis, which is generally a fundamental aspect of data science

Emphasizes understanding the research process, suggesting the course is intended for learners interested in data science research

Leverages Python for labs, making it suitable for learners familiar with or interested in Python for data science

Career center

Learners who complete Data Science Research Methods: Python Edition will develop knowledge and skills that may be useful to these careers:

Data Scientist

The Data Science Research Methods: Python Edition course offered by Microsoft can be useful for those looking to start or advance their career as a Data Scientist. This course dives into the fundamentals of the research process, including developing good questions, designing effective data collection strategies, and interpreting results within context. By understanding the principles of data science research, Data Scientists can ensure the quality and validity of their analyses, leading to more accurate and reliable insights.

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Data Analyst

The Data Science Research Methods: Python Edition course offered by Microsoft may be helpful for individuals looking to pursue a career as a Data Analyst. This course provides a comprehensive understanding of the research process, which is essential for Data Analysts who need to gather, clean, and analyze data to identify trends and patterns. By completing this course, aspiring Data Analysts can gain valuable skills and knowledge to succeed in this field.

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Research Scientist

For those interested in becoming a Research Scientist, the Data Science Research Methods: Python Edition course offered by Microsoft can be beneficial. This course delves into the principles of scientific research, including designing experiments, collecting data, and analyzing results. By gaining a solid foundation in these methods, individuals can enhance their ability to conduct rigorous and impactful research in various fields.

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Machine Learning Engineer

The Data Science Research Methods: Python Edition course offered by Microsoft can be useful for aspiring Machine Learning Engineers. This course covers the fundamentals of research design, data collection, and analysis, which are essential for developing and deploying effective machine learning models. By completing this course, Machine Learning Engineers can build a strong foundation in the scientific principles underlying their work.

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Statistician

Those seeking a career as a Statistician may find the Data Science Research Methods: Python Edition course offered by Microsoft valuable. This course provides a thorough grounding in research methods, including statistical analysis and data interpretation. By understanding these principles, Statisticians can effectively design and conduct studies, analyze data, and draw meaningful conclusions to inform decision-making.

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Data Engineer

The Data Science Research Methods: Python Edition course offered by Microsoft can be beneficial for individuals looking to become Data Engineers. This course covers the principles of data collection, storage, and management, which are essential for building and maintaining data infrastructure. By completing this course, aspiring Data Engineers can gain a solid understanding of the processes involved in handling and managing large datasets.

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Business Analyst

For those interested in a career as a Business Analyst, the Data Science Research Methods: Python Edition course offered by Microsoft may be useful. This course provides a comprehensive overview of research methods, including data analysis and interpretation. By gaining proficiency in these skills, Business Analysts can effectively gather and analyze data to identify trends, solve problems, and support decision-making within organizations.

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Market Researcher

Individuals pursuing a career as Market Researchers may find the Data Science Research Methods: Python Edition course offered by Microsoft beneficial. This course provides a solid foundation in research design, data collection, and analysis, which are crucial for conducting market research studies. By completing this course, aspiring Market Researchers can develop the skills needed to gather and interpret data to understand consumer behavior and inform marketing strategies.

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Epidemiologist

The Data Science Research Methods: Python Edition course offered by Microsoft can be helpful for those looking to pursue a career as an Epidemiologist. This course covers the principles of research design, data collection, and analysis, which are essential for conducting epidemiological studies. By completing this course, aspiring Epidemiologists can gain a strong foundation in the scientific methods used to investigate the distribution and determinants of health-related states and events.

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Professor

For those interested in becoming a Professor in a field related to data science or research, the Data Science Research Methods: Python Edition course offered by Microsoft can be valuable. This course provides a comprehensive overview of the research process, including developing research questions, designing studies, and analyzing and interpreting data. By completing this course, aspiring Professors can gain the skills and knowledge needed to conduct rigorous and impactful research in their respective fields.

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Biostatistician

The Data Science Research Methods: Python Edition course offered by Microsoft may be beneficial for individuals looking to pursue a career as a Biostatistician. This course covers the principles of research design, data collection, and analysis, which are essential for conducting biostatistical studies. By completing this course, aspiring Biostatisticians can develop the skills needed to analyze and interpret health-related data to support medical research and decision-making.

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Data Governance Specialist

Those interested in a career as a Data Governance Specialist may find the Data Science Research Methods: Python Edition course offered by Microsoft useful. This course provides a foundation in research methods, including data quality assessment and data management. By completing this course, aspiring Data Governance Specialists can develop the skills needed to establish and maintain data governance policies and practices to ensure the integrity and reliability of data.

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Data Privacy Analyst

For individuals pursuing a career as a Data Privacy Analyst, the Data Science Research Methods: Python Edition course offered by Microsoft can be helpful. This course covers the principles of data protection and privacy, including data collection, storage, and usage. By completing this course, aspiring Data Privacy Analysts can gain the knowledge and skills needed to develop and implement data privacy policies and practices to safeguard sensitive information.

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Research Assistant

Those looking to start their career as a Research Assistant may find the Data Science Research Methods: Python Edition course offered by Microsoft beneficial. This course provides a comprehensive overview of the research process, including designing studies, conducting data analysis, and presenting research findings. By completing this course, aspiring Research Assistants can develop the fundamental skills needed to support researchers in various fields.

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Data Visualization Specialist

The Data Science Research Methods: Python Edition course offered by Microsoft may be helpful for those looking to pursue a career as a Data Visualization Specialist. This course covers the principles of data visualization, including data exploration, visual encoding, and presentation. By completing this course, aspiring Data Visualization Specialists can develop the skills needed to create effective and informative data visualizations to communicate research findings and insights.

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