Data Analytics
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Perfect channel to learn Data Analytics

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Hello guys
Today, I got a message from my subscriber asking if there are job opportunities for freshers or not?
So, I searched online and got few good entry-level data analyst & data science jobs from top companies
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https://www.linkedin.com/posts/sql-analysts_dataanalyst-datascientist-jobs-activity-7122871496691134464-1tkR

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30 days roadmap to learn Python for Data Analysis πŸ˜„πŸ‘‡

Free Resources to Learn Python for Data Analysis: https://t.iss.one/pythonanalyst/102

Days 1-5: Introduction to Python
1. Day 1: Install Python and a code editor (e.g., Anaconda, Jupyter Notebook).
2. Day 2-5: Learn Python basics (variables, data types, and basic operations).

Days 6-10: Control Flow and Functions
6. Day 6-8: Study control flow (if statements, loops).
9. Day 9-10: Learn about functions and modules in Python.

Days 11-15: Data Structures
11. Day 11-12: Explore lists, tuples, and dictionaries.
13. Day 13-15: Study sets and string manipulation.

Days 16-20: Libraries for Data Analysis
16. Day 16-17: Get familiar with NumPy for numerical operations.
18. Day 18-19: Dive into Pandas for data manipulation.
20. Day 20: Basic data visualization with Matplotlib.

Days 21-25: Data Cleaning and Analysis
21. Day 21-22: Data cleaning and preprocessing using Pandas.
23. Day 23-25: Exploratory data analysis (EDA) techniques.

Days 26-30: Advanced Topics
26. Day 26-27: Introduction to data visualization with Seaborn.
27. Day 28-29: Introduction to machine learning with Scikit-Learn.
30. Day 30: Create a small data analysis project.

Use platforms like Kaggle to find datasets for projects & GeekforGeeks to practice coding problems.

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We are 25k+ now before the new year πŸ’ͺ

Here is a special channel where you will find Data Analysis Jobs & Internship Opportunities
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https://t.iss.one/jobs_sql

You guys are amazing

Thanks for sharing and supporting the channel ❀️❀️

Planning to have new content on data analytics projects, real-life portfolio & ways to improve resume :)
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If you are trying to transition into the data analytics domain and getting started with SQL, focus on the most useful concept that will help you solve the majority of the problems, and then try to learn the rest of the topics:

πŸ‘‰πŸ» Basic Aggregation function:
1️⃣ AVG
2️⃣ COUNT
3️⃣ SUM
4️⃣ MIN
5️⃣ MAX

πŸ‘‰πŸ» JOINS
1️⃣ Left
2️⃣ Inner
3️⃣ Self (Important, Practice questions on self join)

πŸ‘‰πŸ» Windows Function (Important)
1️⃣ Learn how partitioning works
2️⃣ Learn the different use cases where Ranking/Numbering Functions are used? ( ROW_NUMBER,RANK, DENSE_RANK, NTILE)
3️⃣ Use Cases of LEAD & LAG functions
4️⃣ Use cases of Aggregate window functions

πŸ‘‰πŸ» GROUP BY
πŸ‘‰πŸ» WHERE vs HAVING
πŸ‘‰πŸ» CASE STATEMENT
πŸ‘‰πŸ» UNION vs Union ALL
πŸ‘‰πŸ» LOGICAL OPERATORS

Other Commonly used functions:
πŸ‘‰πŸ» IFNULL
πŸ‘‰πŸ» COALESCE
πŸ‘‰πŸ» ROUND
πŸ‘‰πŸ» Working with Date Functions
1️⃣ EXTRACTING YEAR/MONTH/WEEK/DAY
2️⃣ Calculating date differences

πŸ‘‰πŸ»CTE
πŸ‘‰πŸ»Views & Triggers (optional)

Here is an amazing resources to learn & practice SQL: https://bit.ly/3FxxKPz

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Amazon is hiring data analysts
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https://t.iss.one/getjobss/1685

BASIC QUALIFICATIONS
Minimum Bachelors degree or equivalent
Experience in Workforce Management software, ie: Aspect, IEX
Good numerical & analytical skills.
Good technical skills: intermediate to advance knowledge of Microsoft Excel, Outlook, Word, PowerPoint.

PREFERRED QUALIFICATIONS
Ability to influence stakeholders through effective communication written and verbal.
Ability to effectively manage time, prioritize multiple tasks and projects to ensure in-time delivery.
Data Analysis experience leading to creation of reporting to leadership.
Ability to meet tight deadlines and prioritize workload.
Ability to work in a cross-functional environment.

Hope it helps :)
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5 Essential Portfolio Projects for data analysts πŸ˜„πŸ‘‡

1. Exploratory Data Analysis (EDA) on a Real Dataset: Choose a dataset related to your interests, perform thorough EDA, visualize trends, and draw insights. This showcases your ability to understand data and derive meaningful conclusions.
Free websites to find datasets: https://t.iss.one/DataPortfolio/8

2. Predictive Modeling Project: Build a predictive model, such as a linear regression or classification model. Use a dataset to train and test your model, and evaluate its performance. Highlight your skills in machine learning and statistical analysis.

3. Data Cleaning and Transformation: Take a messy dataset and demonstrate your skills in cleaning and transforming data. Showcase your ability to handle missing values, outliers, and prepare data for analysis.

4. Dashboard Creation: Utilize tools like Tableau or Power BI to create an interactive dashboard. This project demonstrates your ability to present data insights in a visually appealing and user-friendly manner.

5. Time Series Analysis: Work with time-series data to forecast future trends. This could involve stock prices, weather data, or any other time-dependent dataset. Showcase your understanding of time-series concepts and forecasting techniques.

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Which of the following clause is not available in SQL?
Anonymous Quiz
10%
SELECT
9%
GROUP BY
73%
SORT BY
8%
ORDER BY
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Which of the following clause is used to sort data in SQL?
Anonymous Quiz
28%
SORT BY
54%
ORDER BY
8%
FILTER BY
10%
GROUP BY
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Which of the following window function is used to assign the rank of each row within a result set partition, with no gaps in the ranking values?
Anonymous Quiz
22%
ROW_NUMBER()
33%
RANK()
10%
ASSIGN
35%
DENSE_RANK()
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Which of the following component is not available in Power BI?
Anonymous Quiz
10%
Power Query
6%
Power View
69%
Power New
15%
Power Pivot
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Which of the following is not a data visualization tool?
Anonymous Quiz
4%
Power BI
2%
Tableau
72%
Bloomer
23%
Qlik
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Which of the following is an aggregate function in SQL?
Anonymous Quiz
11%
SELECT
65%
SUM()
15%
MEAN()
9%
WHERE
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Which of the following is not a window function in SQL?
Anonymous Quiz
9%
RANK()
12%
ROW_NUMBER()
68%
WFUNCTION()
11%
DENSE_RANK()
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As a data analyst, your focus isn't on creating dashboards, writing SQL queries, doing pivot tables, generating reports, or cleaning data.

Your focus should be solving business problems using these skills
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Top 10 Excel Interview Questions with Answers πŸ˜„πŸ‘‡

Free Resources to learn Excel: https://t.iss.one/excel_analyst

1. Question: What is the difference between CONCATENATE and "&" in Excel?

Answer: CONCATENATE and "&" both combine text, but "&" is more concise. For example, =A1&B1 achieves the same result as =CONCATENATE(A1, B1).

2. Question: How can you freeze rows and columns simultaneously in Excel?

Answer: Use the "Freeze Panes" option under the "View" tab. Select the cell below and to the right of the rows and columns you want to freeze, and then click on "Freeze Panes."

3. Question: Explain the VLOOKUP function and when would you use it?

Answer: VLOOKUP searches for a value in the first column of a range and returns a corresponding value in the same row from another column. It's useful for looking up information in a table based on a specific criteria.

4. Question: What is the purpose of the IFERROR function?

Answer: IFERROR is used to handle errors in Excel formulas. It returns a specified value if a formula results in an error, and the actual result if there's no error.

5. Question: How do you create a PivotTable, and what is its purpose?

Answer: To create a PivotTable, select your data, go to the "Insert" tab, and choose "PivotTable." It summarizes and analyzes data in a spreadsheet, allowing you to make sense of large datasets.

6. Question: Explain the difference between relative and absolute cell references.

Answer: Relative references change when you copy a formula to another cell, while absolute references stay fixed. Use a $ symbol to make a reference absolute (e.g., $A$1).

7. Question: What is the purpose of the INDEX and MATCH functions?

Answer: INDEX returns a value in a specified range based on the row and column number, while MATCH searches for a value in a range and returns its relative position. Combined, they provide a flexible way to look up data.

8. Question: How can you find and remove duplicate values in Excel?

Answer: Use the "Remove Duplicates" feature under the "Data" tab. Select the range containing duplicates, go to "Data" -> "Remove Duplicates," and choose the columns to check for duplicates.

9. Question: Explain the difference between a workbook and a worksheet.

Answer: A workbook is the entire Excel file, while a worksheet is a single sheet within that file. Workbooks can contain multiple worksheets.

10. Question: What is the purpose of the COUNTIF function?

Answer: COUNTIF counts the number of cells within a range that meet a specified condition. For example, =COUNTIF(A1:A10, ">50") counts the cells in A1 to A10 that are greater than 50.

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1. Question: What is Tableau and how does it differ from traditional business intelligence tools?

Answer: Tableau is a data visualization and business intelligence tool that allows users to connect, visualize, and share insights from their data. It stands out for its user-friendly interface and real-time analytics capabilities.

2. Question: Explain the difference between a Tableau extract and a live connection.

Answer: A Tableau extract is a snapshot of data stored in a Tableau data extract (.hyper) file, providing faster performance. A live connection directly queries the data source in real-time.

3. Question: How can you create a calculated field in Tableau?

Answer: To create a calculated field, right-click on the data pane, select "Create Calculated Field," enter a formula, and click OK. Calculated fields allow users to perform custom calculations on the data.

4. Question: What is a dual-axis chart in Tableau, and when would you use it?

Answer: A dual-axis chart combines two different chart types on the same axes. It is useful when you want to compare two measures with different scales in a single view.

5. Question: How do you publish a Tableau dashboard to Tableau Server?

Answer: Use Tableau Desktop to open the dashboard, navigate to Server -> Publish Workbook, select the project and folder on Tableau Server, and click "Publish."

6. Question: Explain the purpose of parameters in Tableau.

Answer: Parameters allow users to create dynamic, interactive elements in a Tableau workbook. They enable users to input values that can be referenced in calculations, filters, and reference lines.

7. Question: What is the role of the Tableau Prep tool?

Answer: Tableau Prep is used for data preparation and cleaning. It helps users shape, clean, and combine data from various sources before analyzing it in Tableau.

8. Question: How does Tableau handle geographical data?

Answer: Tableau has built-in geocoding and mapping capabilities. It can automatically recognize geographic fields and generate maps, allowing users to visualize spatial data.

9. Question: What is the purpose of the LOD (Level of Detail) expressions in Tableau?

Answer: LOD expressions enable users to control the granularity of the aggregation independently of the view. This is useful when you want to perform calculations at a different level than the view.

10. Question: How can you create a dashboard in Tableau, and what components can it include?

Answer: To create a dashboard, drag sheets into the dashboard tab, arrange them, and add objects like text, images, and web pages. Components can include sheets, filters, parameters, and legends, creating an interactive and comprehensive view of the data.

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Top 10 Alteryx Interview Questions and Answers πŸ˜„πŸ‘‡

1. Question: What is Alteryx, and how does it differ from traditional ETL tools?

Answer: Alteryx is a self-service data preparation and analytics platform. Unlike traditional ETL tools, it empowers users with a user-friendly interface, allowing them to blend, cleanse, and analyze data without extensive coding.

2. Question: Explain the purpose of the Input Data tool in Alteryx.

Answer: The Input Data tool is used to connect to and bring in data from various sources. It supports a wide range of file formats and databases.

3. Question: How does the Summarize tool differ from the Cross Tab tool in Alteryx?

Answer: The Summarize tool aggregates and summarizes data, while the Cross Tab tool pivots data, transforming rows into columns and vice versa.

4. Question: What is the purpose of the Browse tool in Alteryx?

Answer: The Browse tool is used for data inspection. It allows users to view and understand the structure and content of their data at different points in the workflow.

5. Question: How can you handle missing or null values in Alteryx?

Answer: Use the Imputation tool to fill in missing values or the Filter tool to exclude records with null values. Alteryx provides several tools for data cleansing and handling missing data.

6. Question: Explain the role of the Formula tool in Alteryx.

Answer: The Formula tool is used for creating new fields and performing calculations on existing data. It supports a variety of functions and expressions.

7. Question: What is the purpose of the Output Data tool in Alteryx?

Answer: The Output Data tool is used to save or output the results of an Alteryx workflow to different file formats or databases.

8. Question: How does Alteryx handle spatial data, and what tools are available for spatial analysis?

Answer: Alteryx supports spatial data processing through tools like the Spatial Info, Spatial Match, and the Create Points tools. These tools enable users to perform spatial analytics.

9. Question: Explain the concept of Iterative Macros in Alteryx.

Answer: Iterative Macros in Alteryx allow users to create workflows that iterate over a set of data multiple times, enabling more complex and dynamic data processing.

10. Question: How can you schedule and automate workflows in Alteryx?

Answer: Alteryx provides the Scheduler and the Gallery platform for scheduling and automating workflows. Users can publish workflows to the Gallery and set up schedules for execution.

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Power BI interview questions and answers πŸ˜„πŸ‘‡

1. Question: What is Power BI?

Answer: Power BI is a business analytics service by Microsoft that provides interactive visualizations and business intelligence capabilities with an interface simple enough for end-users to create their reports and dashboards.

2. Question: Differentiate between Power BI Desktop, Power BI Service, and Power BI Mobile.

Answer: Power BI Desktop is used for creating reports, Power BI Service (or Power BI Online) is the cloud service for sharing and collaborating on reports, and Power BI Mobile allows users to access reports on mobile devices.

3. Question: Explain the role of Power Query in Power BI.

Answer: Power Query is used for data transformation and shaping. It allows users to connect to various data sources, clean and transform data before loading it into Power BI for analysis.

4. Question: What is DAX in Power BI, and why is it important?

Answer: DAX (Data Analysis Expressions) is a formula language used for creating custom calculations in Power BI. It is important as it enables users to create sophisticated measures and calculated columns.

5. Question: How do you create relationships between tables in Power BI?

Answer: In Power BI Desktop, go to the "Model" view, drag and drop fields from one table to another to create relationships based on common keys.

6. Question: What is the difference between a calculated column and a measure in Power BI?

Answer: A calculated column is a column added to a table, computed row by row, while a measure is a formula applied to a set of data, providing a dynamic calculation based on the context.

7. Question: How can you implement row-level security in Power BI?

Answer: Row-level security in Power BI can be implemented by creating roles in Power BI Desktop and defining filters at the row level based on user roles.

8. Question: Explain the purpose of the Power BI Gateway.

Answer: The Power BI Gateway allows for a secure connection between Power BI services and on-premises data sources. It facilitates refreshing datasets and running scheduled refreshes.

9. Question: What is a Power BI dashboard?

Answer: A Power BI dashboard is a single-page, interactive view of your data that provides a consolidated and visualized summary of key metrics. It can include visuals, images, and live data.

10. Question: How can you share a Power BI report with others?

Answer: Power BI reports can be shared through the Power BI service. Publish the report to the Power BI service, and then share it with specific users or distribute it widely within an organization.

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