S&P Global is hiring!
Position: Data Analyst
Qualification: Bachelorβs/ Masterβs Degree
Salary: 5 - 9 LPA (Expected)
Experiencο»Ώe: Freshers/ Experienced
Location: Bangalore; Gurgaon; Hyderabad; Mumbai, India
πApply Now: https://careers.spglobal.com/jobs/317870
π WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
π Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5
Like for more such opportunities β€οΈ
All the best! ππ
Position: Data Analyst
Qualification: Bachelorβs/ Masterβs Degree
Salary: 5 - 9 LPA (Expected)
Experiencο»Ώe: Freshers/ Experienced
Location: Bangalore; Gurgaon; Hyderabad; Mumbai, India
πApply Now: https://careers.spglobal.com/jobs/317870
π WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
π Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5
Like for more such opportunities β€οΈ
All the best! ππ
π2π1
ππ πππ«π¨π¬π©πππ ππ§πππ«π§π¬π‘π’π©, ππππ!
Positio: Data Science Intern
Qualification: Bachelorβs/ Masterβs Degree
Salary: βΉ 30,000 - βΉ 50,000 Per Month (Expected)
Batch: 2024/ 2025/ 2026/ 2027
Experienc: Freshers
Locatio: Bengaluru, India
πApply Now: https://careers.geaerospace.com/global/en/job/R5016107/DT-Data-Science-Intern
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Positio: Data Science Intern
Qualification: Bachelorβs/ Masterβs Degree
Salary: βΉ 30,000 - βΉ 50,000 Per Month (Expected)
Batch: 2024/ 2025/ 2026/ 2027
Experienc: Freshers
Locatio: Bengaluru, India
πApply Now: https://careers.geaerospace.com/global/en/job/R5016107/DT-Data-Science-Intern
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
β€1π1
Collegedunia is hiring Data Analyst π
Freshers are eligible β
Location : Gurugram
CTC : 4.5 LPA
Apply link : https://www.linkedin.com/jobs/view/4281798892
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Freshers are eligible β
Location : Gurugram
CTC : 4.5 LPA
Apply link : https://www.linkedin.com/jobs/view/4281798892
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
McKinsey & Company is hiring Data Scientist π
Experience : 2+ Years
Location : Bangalore
Apply link : http://www.mckinsey.com/careers/search-jobs/jobs/datascientist-95589?appsource=LinkedIn
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Experience : 2+ Years
Location : Bangalore
Apply link : http://www.mckinsey.com/careers/search-jobs/jobs/datascientist-95589?appsource=LinkedIn
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
β€4π1
Capegemini is hiring Data Analyst
For 2023, 2024, 2025 grads
Location: Pune
https://careers.capgemini.com/job/Pune-Data-Analyst-B/1229271701/?feedId=388933
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
For 2023, 2024, 2025 grads
Location: Pune
https://careers.capgemini.com/job/Pune-Data-Analyst-B/1229271701/?feedId=388933
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
If you are targeting your first Data Analyst job then this is why you should avoid guided projects
The common thing nowadays is "Coffee Sales Analysis" and "Pizza Sales Analysis"
I don't see these projects as PROJECTS
But as big RED flags
We are showing our SKILLS through projects, RIGHT?
Then what's WRONG with these projects?
Don't think from YOUR side
Think from the HIRING team's side
These projects have more than a MILLION views on YouTube
Even if you consider 50% of this NUMBER
Then just IMAGINE how many aspiring Data Analysts would have created this same project
Hiring teams see hundreds of resumes and portfolios on a DAILY basis
Just imagine how many times they would have seen the SAME titles of projects again and again
They would know that these projects are PUBLICLY available for EVERYONE
You have simply copied pasted the ENTIRE project from YouTube
So now if I want to hire a Data Analyst then how would I JUDGE you or your technical skills?
What is the USE of Pizza or Coffee sales analysis projects for MY company?
By doing such guided projects, you are involving yourself in a big circle of COMPETITION
I repeat, there were more than a MILLION views
So please AVOID guided projects at all costs
Guided projects are good for your personal PRACTICE and LinkedIn CONTENT
But try not to involve them in your PORTFOLIO or RESUME
The common thing nowadays is "Coffee Sales Analysis" and "Pizza Sales Analysis"
I don't see these projects as PROJECTS
But as big RED flags
We are showing our SKILLS through projects, RIGHT?
Then what's WRONG with these projects?
Don't think from YOUR side
Think from the HIRING team's side
These projects have more than a MILLION views on YouTube
Even if you consider 50% of this NUMBER
Then just IMAGINE how many aspiring Data Analysts would have created this same project
Hiring teams see hundreds of resumes and portfolios on a DAILY basis
Just imagine how many times they would have seen the SAME titles of projects again and again
They would know that these projects are PUBLICLY available for EVERYONE
You have simply copied pasted the ENTIRE project from YouTube
So now if I want to hire a Data Analyst then how would I JUDGE you or your technical skills?
What is the USE of Pizza or Coffee sales analysis projects for MY company?
By doing such guided projects, you are involving yourself in a big circle of COMPETITION
I repeat, there were more than a MILLION views
So please AVOID guided projects at all costs
Guided projects are good for your personal PRACTICE and LinkedIn CONTENT
But try not to involve them in your PORTFOLIO or RESUME
β€12
Gainwell Technologies is hiring Jr. Data Analyst π
Experience : 1 Year
Location : Bangalore
Apply link : https://jobs.gainwelltechnologies.com/job/Bangalore-Jr_-Data-Analyst-%28Python%2C-SQL%2C-Power-BI%29-KA-560100/1316572400
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Experience : 1 Year
Location : Bangalore
Apply link : https://jobs.gainwelltechnologies.com/job/Bangalore-Jr_-Data-Analyst-%28Python%2C-SQL%2C-Power-BI%29-KA-560100/1316572400
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
π1
Battery Smart is hiring Business Analyst π
Experience : 1-2 Year
Location : Gurugram
Apply link: https://www.linkedin.com/jobs/view/4284148314
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Experience : 1-2 Year
Location : Gurugram
Apply link: https://www.linkedin.com/jobs/view/4284148314
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Purplle.com is hiring Business Analyst π
Min. Experience : 2 Years
Location : Mumbai
Apply link : https://purplle.turbohire.co/job/publicjobs/1501db00-308b-42dd-8888-39b1921aade4?src=linkedin
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Min. Experience : 2 Years
Location : Mumbai
Apply link : https://purplle.turbohire.co/job/publicjobs/1501db00-308b-42dd-8888-39b1921aade4?src=linkedin
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
β€2π1
Deloitte is hiring!
Position: Junior Analyst
Qualifications: Bachelorβs Degree
Salary: 5 - 10 LPA (Expected)
Experience: Freshers (0 - 3 (Years)
Location: Bengaluru; Hyderabad, India
πApply Now: https://usijobs.deloitte.com/en_US/careersUSI/JobDetail/USI-R-FA-FY-26-EH-FinCrime-Investigator-Junior-Analyst-Fixed-Term-Hire/308611
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
Position: Junior Analyst
Qualifications: Bachelorβs Degree
Salary: 5 - 10 LPA (Expected)
Experience: Freshers (0 - 3 (Years)
Location: Bengaluru; Hyderabad, India
πApply Now: https://usijobs.deloitte.com/en_US/careersUSI/JobDetail/USI-R-FA-FY-26-EH-FinCrime-Investigator-Junior-Analyst-Fixed-Term-Hire/308611
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/ID95piZJZa0wYzk5
All the best ππ
β€4π1
πCitigroup is hiring for Engineering Analyst Role
Experience: 0 - 2 year's
Apply here: https://jobs.citi.com/job/-/-/287/84964565952
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Experience: 0 - 2 year's
Apply here: https://jobs.citi.com/job/-/-/287/84964565952
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€5
ππ πππ«π¨π¬π©πππ ππ§πππ«π§π¬π‘π’π©, ππππ!
Positio: Data Science Intern
Qualification: Bachelorβs/ Masterβs Degree
Salary: βΉ 30,000 - βΉ 50,000 Per Month (Expected)
Batch: 2024/ 2025/ 2026/ 2027
Experienc: Freshers
Locatio: Bengaluru, India
πApply Now: https://careers.geaerospace.com/global/en/job/R5016107/DT-Data-Science-Intern
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Positio: Data Science Intern
Qualification: Bachelorβs/ Masterβs Degree
Salary: βΉ 30,000 - βΉ 50,000 Per Month (Expected)
Batch: 2024/ 2025/ 2026/ 2027
Experienc: Freshers
Locatio: Bengaluru, India
πApply Now: https://careers.geaerospace.com/global/en/job/R5016107/DT-Data-Science-Intern
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€1π1
Junior-level Data Analyst interview questions:
Introduction and Background
1. Can you tell me about your background and how you became interested in data analysis?
2. What do you know about our company/organization?
3. Why do you want to work as a data analyst?
Data Analysis and Interpretation
1. What is your experience with data analysis tools like Excel, SQL, or Tableau?
2. How would you approach analyzing a large dataset to identify trends and patterns?
3. Can you explain the concept of correlation versus causation?
4. How do you handle missing or incomplete data?
5. Can you walk me through a time when you had to interpret complex data results?
Technical Skills
1. Write a SQL query to extract data from a database.
2. How do you create a pivot table in Excel?
3. Can you explain the difference between a histogram and a box plot?
4. How do you perform data visualization using Tableau or Power BI?
5. Can you write a simple Python or R script to manipulate data?
Statistics and Math
1. What is the difference between mean, median, and mode?
2. Can you explain the concept of standard deviation and variance?
3. How do you calculate probability and confidence intervals?
4. Can you describe a time when you applied statistical concepts to a real-world problem?
5. How do you approach hypothesis testing?
Communication and Storytelling
1. Can you explain a complex data concept to a non-technical person?
2. How do you present data insights to stakeholders?
3. Can you walk me through a time when you had to communicate data results to a team?
4. How do you create effective data visualizations?
5. Can you tell a story using data?
Case Studies and Scenarios
1. You are given a dataset with customer purchase history. How would you analyze it to identify trends?
2. A company wants to increase sales. How would you use data to inform marketing strategies?
3. You notice a discrepancy in sales data. How would you investigate and resolve the issue?
4. Can you describe a time when you had to work with a stakeholder to understand their data needs?
5. How would you prioritize data projects with limited resources?
Behavioral Questions
1. Can you describe a time when you overcame a difficult data analysis challenge?
2. How do you handle tight deadlines and multiple projects?
3. Can you tell me about a project you worked on and your role in it?
4. How do you stay up-to-date with new data tools and technologies?
5. Can you describe a time when you received feedback on your data analysis work?
Final Questions
1. Do you have any questions about the company or role?
2. What do you think sets you apart from other candidates?
3. Can you summarize your experience and qualifications?
4. What are your long-term career goals?
Hope this helps you π
Introduction and Background
1. Can you tell me about your background and how you became interested in data analysis?
2. What do you know about our company/organization?
3. Why do you want to work as a data analyst?
Data Analysis and Interpretation
1. What is your experience with data analysis tools like Excel, SQL, or Tableau?
2. How would you approach analyzing a large dataset to identify trends and patterns?
3. Can you explain the concept of correlation versus causation?
4. How do you handle missing or incomplete data?
5. Can you walk me through a time when you had to interpret complex data results?
Technical Skills
1. Write a SQL query to extract data from a database.
2. How do you create a pivot table in Excel?
3. Can you explain the difference between a histogram and a box plot?
4. How do you perform data visualization using Tableau or Power BI?
5. Can you write a simple Python or R script to manipulate data?
Statistics and Math
1. What is the difference between mean, median, and mode?
2. Can you explain the concept of standard deviation and variance?
3. How do you calculate probability and confidence intervals?
4. Can you describe a time when you applied statistical concepts to a real-world problem?
5. How do you approach hypothesis testing?
Communication and Storytelling
1. Can you explain a complex data concept to a non-technical person?
2. How do you present data insights to stakeholders?
3. Can you walk me through a time when you had to communicate data results to a team?
4. How do you create effective data visualizations?
5. Can you tell a story using data?
Case Studies and Scenarios
1. You are given a dataset with customer purchase history. How would you analyze it to identify trends?
2. A company wants to increase sales. How would you use data to inform marketing strategies?
3. You notice a discrepancy in sales data. How would you investigate and resolve the issue?
4. Can you describe a time when you had to work with a stakeholder to understand their data needs?
5. How would you prioritize data projects with limited resources?
Behavioral Questions
1. Can you describe a time when you overcame a difficult data analysis challenge?
2. How do you handle tight deadlines and multiple projects?
3. Can you tell me about a project you worked on and your role in it?
4. How do you stay up-to-date with new data tools and technologies?
5. Can you describe a time when you received feedback on your data analysis work?
Final Questions
1. Do you have any questions about the company or role?
2. What do you think sets you apart from other candidates?
3. Can you summarize your experience and qualifications?
4. What are your long-term career goals?
Hope this helps you π
β€19
Citi is hiring!
Position: Business Analytics, Analyst
Qualification: Bachelorβs/ Masterβs Degree
Salary: 6 - 10 LPA (Expected)
Location: Bengaluru, India (Hybrid)
πApply Now: https://jobs.citi.com/job/bengaluru/business-analytics-analyst/287/85020884640
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Position: Business Analytics, Analyst
Qualification: Bachelorβs/ Masterβs Degree
Salary: 6 - 10 LPA (Expected)
Location: Bengaluru, India (Hybrid)
πApply Now: https://jobs.citi.com/job/bengaluru/business-analytics-analyst/287/85020884640
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€4π2
Hereβs a solid πππππ©ππ’π₯ππ π₯π’π¨π‘π π§ππ£ to boost your chances to nail that job offer!
Technical skills might get you through initial rounds, but behavioral rounds are where many stumble β especially with senior managers who really want to know if you fit the team.
Hereβs how to ace it:
1οΈβ£ When HR shares your interviewer's name, hunt for their LinkedIn profile.
2οΈβ£ Check out their work history and interests to find common ground.
3οΈβ£ Mention something relevant during the chat β it shows youβve done your homework and builds rapport.
4οΈβ£ Remember, this round is two-way: theyβre checking if you suit their culture, and youβre seeing if they suit your career goals.
5οΈβ£ So, ask smart questions about the role and company culture β it proves youβre genuinely interested.
π‘ π£πΏπΌ ππΆπ½: Stay polite but confident; senior leaders love that mix!
Technical skills might get you through initial rounds, but behavioral rounds are where many stumble β especially with senior managers who really want to know if you fit the team.
Hereβs how to ace it:
1οΈβ£ When HR shares your interviewer's name, hunt for their LinkedIn profile.
2οΈβ£ Check out their work history and interests to find common ground.
3οΈβ£ Mention something relevant during the chat β it shows youβve done your homework and builds rapport.
4οΈβ£ Remember, this round is two-way: theyβre checking if you suit their culture, and youβre seeing if they suit your career goals.
5οΈβ£ So, ask smart questions about the role and company culture β it proves youβre genuinely interested.
π‘ π£πΏπΌ ππΆπ½: Stay polite but confident; senior leaders love that mix!
β€8π₯1
HP is hiring Financial Analyst!
Qualification: Bachelor's/ Master's Degree
Salary: 7.2 LPA (Expected)
Experiencο»Ώe: Freshers (0 - 2 Years)
Location: Bangalore, India (Hybrid)
πApply Now: https://apply.hp.com/careers/job/28212354
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Qualification: Bachelor's/ Master's Degree
Salary: 7.2 LPA (Expected)
Experiencο»Ώe: Freshers (0 - 2 Years)
Location: Bangalore, India (Hybrid)
πApply Now: https://apply.hp.com/careers/job/28212354
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€1π1
Optum is hiring!
Position: Junior Data Analyst
Qualification: Bachelorβs Degree
Salary: 6 - 14 LPA (Expected)
Location: Chennai, India
πApply Link: https://careers.unitedhealthgroup.com/job/22308158/junior-analyst-dataops-chennai-in/
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Position: Junior Data Analyst
Qualification: Bachelorβs Degree
Salary: 6 - 14 LPA (Expected)
Location: Chennai, India
πApply Link: https://careers.unitedhealthgroup.com/job/22308158/junior-analyst-dataops-chennai-in/
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€1π1
SAKU is hiring Data Analyst
For 2023, 2024, 2025 gards
Location: Gurugram
https://www.linkedin.com/jobs/view/4282451021
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
For 2023, 2024, 2025 gards
Location: Gurugram
https://www.linkedin.com/jobs/view/4282451021
πWhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€2
Barclays is hiring!
Position: Data Analyst, Analytics
Qualification: Bachelor's/ Masterβs Degree
Salary: 8 - 11 LPA (Expected)
Experiencο»Ώe: Freshers/ Experienced
Location: Pune; Noida, India
πApply Now: https://search.jobs.barclays/job/pune/data-analyst/13015/82655573024
https://search.jobs.barclays/job/noida/data-and-analytics/13015/83230244080
πWhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Position: Data Analyst, Analytics
Qualification: Bachelor's/ Masterβs Degree
Salary: 8 - 11 LPA (Expected)
Experiencο»Ώe: Freshers/ Experienced
Location: Pune; Noida, India
πApply Now: https://search.jobs.barclays/job/pune/data-analyst/13015/82655573024
https://search.jobs.barclays/job/noida/data-and-analytics/13015/83230244080
πWhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€4
πNatWest Boxed is hiring for Multiple Roles
Experience: 0 - 3 year's
Apply here: https://jobs.natwestgroup.com/search/jobs
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
Experience: 0 - 3 year's
Apply here: https://jobs.natwestgroup.com/search/jobs
πWhatsApp Channel: https://whatsapp.com/channel/0029VaxngnVInlqV6xJhDs3m
πTelegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best ππ
β€2π1
Complete Syllabus for Data Analytics interview:
SQL:
1. Basic
- SELECT statements with WHERE, ORDER BY, GROUP BY, HAVING
- Basic JOINS (INNER, LEFT, RIGHT, FULL)
- Creating and using simple databases and tables
2. Intermediate
- Aggregate functions (COUNT, SUM, AVG, MAX, MIN)
- Subqueries and nested queries
- Common Table Expressions (WITH clause)
- CASE statements for conditional logic in queries
3. Advanced
- Advanced JOIN techniques (self-join, non-equi join)
- Window functions (OVER, PARTITION BY, ROW_NUMBER, RANK, DENSE_RANK, lead, lag)
- optimization with indexing
- Data manipulation (INSERT, UPDATE, DELETE)
Python:
1. Basic
- Syntax, variables, data types (integers, floats, strings, booleans)
- Control structures (if-else, for and while loops)
- Basic data structures (lists, dictionaries, sets, tuples)
- Functions, lambda functions, error handling (try-except)
- Modules and packages
2. Pandas & Numpy
- Creating and manipulating DataFrames and Series
- Indexing, selecting, and filtering data
- Handling missing data (fillna, dropna)
- Data aggregation with groupby, summarizing data
- Merging, joining, and concatenating datasets
3. Basic Visualization
- Basic plotting with Matplotlib (line plots, bar plots, histograms)
- Visualization with Seaborn (scatter plots, box plots, pair plots)
- Customizing plots (sizes, labels, legends, color palettes)
- Introduction to interactive visualizations (e.g., Plotly)
Excel:
1. Basic
- Cell operations, basic formulas (SUMIFS, COUNTIFS, AVERAGEIFS, IF, AND, OR, NOT & Nested Functions etc.)
- Introduction to charts and basic data visualization
- Data sorting and filtering
- Conditional formatting
2. Intermediate
- Advanced formulas (V/XLOOKUP, INDEX-MATCH, nested IF)
- PivotTables and PivotCharts for summarizing data
- Data validation tools
- What-if analysis tools (Data Tables, Goal Seek)
3. Advanced
- Array formulas and advanced functions
- Data Model & Power Pivot
- Advanced Filter
- Slicers and Timelines in Pivot Tables
- Dynamic charts and interactive dashboards
Power BI:
1. Data Modeling
- Importing data from various sources
- Creating and managing relationships between different datasets
- Data modeling basics (star schema, snowflake schema)
2. Data Transformation
- Using Power Query for data cleaning and transformation
- Advanced data shaping techniques
- Calculated columns and measures using DAX
3. Data Visualization and Reporting
- Creating interactive reports and dashboards
- Visualizations (bar, line, pie charts, maps)
- Publishing and sharing reports, scheduling data refreshes
Statistics Fundamentals:
Mean, Median, Mode, Standard Deviation, Variance, Probability Distributions, Hypothesis Testing, P-values, Confidence Intervals, Correlation, Simple Linear Regression, Normal Distribution, Binomial Distribution, Poisson Distribution.
SQL:
1. Basic
- SELECT statements with WHERE, ORDER BY, GROUP BY, HAVING
- Basic JOINS (INNER, LEFT, RIGHT, FULL)
- Creating and using simple databases and tables
2. Intermediate
- Aggregate functions (COUNT, SUM, AVG, MAX, MIN)
- Subqueries and nested queries
- Common Table Expressions (WITH clause)
- CASE statements for conditional logic in queries
3. Advanced
- Advanced JOIN techniques (self-join, non-equi join)
- Window functions (OVER, PARTITION BY, ROW_NUMBER, RANK, DENSE_RANK, lead, lag)
- optimization with indexing
- Data manipulation (INSERT, UPDATE, DELETE)
Python:
1. Basic
- Syntax, variables, data types (integers, floats, strings, booleans)
- Control structures (if-else, for and while loops)
- Basic data structures (lists, dictionaries, sets, tuples)
- Functions, lambda functions, error handling (try-except)
- Modules and packages
2. Pandas & Numpy
- Creating and manipulating DataFrames and Series
- Indexing, selecting, and filtering data
- Handling missing data (fillna, dropna)
- Data aggregation with groupby, summarizing data
- Merging, joining, and concatenating datasets
3. Basic Visualization
- Basic plotting with Matplotlib (line plots, bar plots, histograms)
- Visualization with Seaborn (scatter plots, box plots, pair plots)
- Customizing plots (sizes, labels, legends, color palettes)
- Introduction to interactive visualizations (e.g., Plotly)
Excel:
1. Basic
- Cell operations, basic formulas (SUMIFS, COUNTIFS, AVERAGEIFS, IF, AND, OR, NOT & Nested Functions etc.)
- Introduction to charts and basic data visualization
- Data sorting and filtering
- Conditional formatting
2. Intermediate
- Advanced formulas (V/XLOOKUP, INDEX-MATCH, nested IF)
- PivotTables and PivotCharts for summarizing data
- Data validation tools
- What-if analysis tools (Data Tables, Goal Seek)
3. Advanced
- Array formulas and advanced functions
- Data Model & Power Pivot
- Advanced Filter
- Slicers and Timelines in Pivot Tables
- Dynamic charts and interactive dashboards
Power BI:
1. Data Modeling
- Importing data from various sources
- Creating and managing relationships between different datasets
- Data modeling basics (star schema, snowflake schema)
2. Data Transformation
- Using Power Query for data cleaning and transformation
- Advanced data shaping techniques
- Calculated columns and measures using DAX
3. Data Visualization and Reporting
- Creating interactive reports and dashboards
- Visualizations (bar, line, pie charts, maps)
- Publishing and sharing reports, scheduling data refreshes
Statistics Fundamentals:
Mean, Median, Mode, Standard Deviation, Variance, Probability Distributions, Hypothesis Testing, P-values, Confidence Intervals, Correlation, Simple Linear Regression, Normal Distribution, Binomial Distribution, Poisson Distribution.
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