What Do You Need to Become a Data Scientist?
Skills:
Data Literacy80%
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For the last few years we at 365 Data Science have been trying to answer one big question: โWhat makes a data scientist?โ
Since we are talking data science, the only logical way to approach the question is to ask the data. And thatโs what weโve done for few consecutive years. Since 2018 we have explored 1001 data scientist LinkedIn profiles to uncover the most interesting trends in the data science field.
In this video we will go through the most important findings from the last few years. In fact, we have created a very cool and interactive PowerBI dashboard which you can use to analyze the data yourself here.
According to the data, the average data scientist from 2018 to 2020 is a male with a second-tier degree, coming from a quantitative background, which is not necessarily data science or computer science. Their preferred programming language is Python, but theyโd often know R and SQL. Many of the new data scientist positions are being filled by people who are already data scientists, so the field feels much more saturated. Getting into data science still looks like a great opportunity, but the โdata scientistโ position becomes more and more exclusive.
Our sample shows that at least 80% of the people held a minimum of a Masterโs degree. This isnโt as surprising, considering data science is a field that expects advanced know-how from the person โ usually achieved by graduate or postgraduate types of education, or independent advanced research in other cases. Enjoy the video!
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Population vs Sample
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Data Science & Statistics: Levels of measurement
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Statistics Tutorials: Mean, median and mode
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Skewness
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What is a distribution?
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The Normal Distribution
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Central limit theorem
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Student's T Distribution
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Type I error vs Type II error
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Hypothesis testing. Null vs alternative
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The linear regression model
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Simple linear regression model. Geometrical representation
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INDEX and MATCH application of the two functions separately and combined [Advanced Excel]
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INDIRECT Excel Function: How it works and when to use it [Advanced Excel]
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VLOOKUP and MATCH another useful functions combination [Advanced Excel]
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VLOOKUP COLUMN and ROW - Handle large data tables with ease [Advanced Excel]
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The ELIF keyword [Python Fundamentals]
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Working with Tuples in Python
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Database Terminology - A Beginners Guide
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Relational Database Essentials
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Database vs Spreadsheet - Advantages and Disadvantages
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Conditional Statements and Loops
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Backpropagation โ The Math Behind Optimization
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Monte Carlo: Forecasting Stock Prices Part I
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Monte Carlo: Forecasting Stock Prices Part II
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Monte Carlo: Forecasting Stock Prices Part III
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365 Data Science Online Program
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Data frames - Creating a data frame
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Data Science & Statistics: Slicing a matrix in R
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Data frames in R - Exporting data in R
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Data frames in R - Transforming data PART II
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Data Frames in R - Subsetting a data frame
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Data Science & Statistics: Matrix arithmetic in R
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Data Science & Statistics: Indexing an element from a matrix
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Data Frames in R - Extending a data frame
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Data Science & Statistics: Creating a matrix in R FASTER
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Data Science & Statistics: Creating a Matrix in R
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Data frames - Importing data in R
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Data frames in R - Getting a sense of your data
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Data frames in R - Transforming data PART I
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Data frames in R - Import a CSV in R
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Data Science & Statistics: Matrix operations in R
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Data Science & Statistics: Matrix recycling in R
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Tableau vs Excel: When to use Tableau and when to use Excel
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Download Tableau: Learn how to download Tableau Public
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Connecting data sources: Useful tips when connecting data sources to Tableau
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The Tableau interface: See how to navigate through the Tableau interface
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Tableau data visualization: Create your first Tableau visualization!
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Duplicating sheets: This is how to duplicate a sheet in Tableau
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Build a table in Tableau: The steps needed to create a simple table in Tableau
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Custom fields in Tableau: Using Tableau operators to create custom fields
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Custom fields in Tableau: Add calculations to tables through custom fields
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Totals in Tableau: Learn how to display subtotals and totals in Tableau
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Gross Margin calculation in Tableau
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What is a filter in Tableau: Set up a filter in Tableau to specify the data you want to show
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Joins in Tableau: Inner, outer, left, or a right join in Tableau
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Building a Tableau dashboard: Three types of charts you want to have in a Tableau dashboard
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Creating great looking charts in Tableau: Real life Exercise on charts in Tableau
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Joins in Tableau: Choose the correct join type
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How to make a data check in Tableau: A quick data check is better than no data check
365 Data Science
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