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This question is about data analyst jobs.
The top skills for a data analyst are technical skills, soft skills, and analytical problem-solving abilities.
A data analyst should have strong numeracy and basic knowledge of statistics to a rigorous understanding of Machine Learning. Most consumers of analysis will not look at more than descriptive analysis (means, medians, significance).
Computer skills that are useful include:
Querying Language - (SQL, Hive, Pig),
Scripting Languages - (Python, Matlab),
Statistical Languages (R, SAS, SPSS),
Microsoft - (Excel, Powerpoint, Docs).
For a data analyst, a large part of the job focuses on identifying the problem and narrowing the scope of analysis. To accomplish this requires a lot of soft skills such as:
The ability to balance multiple demands of your time to reduce infinite what-if scenarios requires good communication and understanding of the business needs.
Ability to understand limitations and avoid agreeing to deliver too much information that will not solve the core issues.
Knowing the audience and modifying your language - using technical terms vs. business-speak - while communicating and presenting findings. There is a different presentation required for a PM or a CEO.
Delivery -how best to present the data so that your findings speak for themselves.
How to tell a compelling story with your data.
Around 90% of a data analyst's job is focused on critical thinking and knowing the right questions to ask.
Performing various types of analytics, including descriptive, diagnostic, predictive, or prescriptive analytics.
Finding data-driven solutions to problems.
Understanding numeracy and when to apply descriptive versus inferential statistics or when to run a regression.
Perform mathematical and statistical operations and create reports and visualizations that summarize the important finding(s).

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