English | 2024 | ISBN: 9781633438415 | 389 pages | PDF,EPUB | 43.36 MB
Learn the technical and soft skills you need to succeed in your career as a data analyst.
In Effective Data Analysis youll learn skills for succeeding at data analysis including
Maximizing the value of your analytics projects and deliverables
Identifying data sources that enhance your organization's insights
Understanding statistical tests, their strengths, limitations, and appropriate usage
Navigating the caveats and challenges of every stage of an analytics project
Applying your new skills across diverse domains
Effective Data Analysis is full of sage advice on how to be an effective data analyst in a real production environment. Inside, youll find methods that maximize the impact of your work, from choosing the right analysis approach to effectively communicating with stakeholders. Youll soon understand the nuances and challenges of real data science projects, with the kind of insights that only come from years of experience.
about the technology
Without doubt, technical skills in Python, R, SQL, along with knowledge of statistics and data science are vital to your success as an analyst. However, theyre only part of the picture. This one-of-a-kind guide reveals the soft skills, best practices, and tools that help you maximize your effectiveness and deliver accurate data-driven decisions in your organization.
about the book
Effective Data Analysis teaches you to deliver productive data science in business and research. It assumes youve mastered the basics and supports you with best practices normally learned through trial-and-error or careful mentorship. Author Mona Khalil shares her expertise through visuals, cartoons, examples from across industries, and even a few laugh-out-loud jokes.
Youll start with asking the right questions of your stakeholders and turning often-vague requirements into realistic data pipelines. Once youve mastered the people skills, youll move on to the technical bitsincluding defining your metrics, testing, and more. Build out your analysts toolbox with techniques for statistical modeling, sourcing your data, automation, and more. Finally, finish up with realistic advice on developing a data-informed organizational culture that will ensure your skills are delivering to their full potential.
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