EY is hiring!
Position: Junior Business Analyst
Qualifications: Bachelor’s/ Master’s Degree
Salary: 5 - 9 LPA (Expected)
Experience: Freshers/ Experienced
Location: India

📌Apply Link: https://careers.ey.com/ey/job/Kochi-Junior-Business-Analyst-Markets-Senior-Associate-KL-682303/1092089001/

Business Analyst-Data Analytics
Gurugram, Haryana, India
Work Location Options:Hybrid

More than 1 year of experience
0-3 years relevant experience in Analytics.
Practical experience on SQL

To know more click 📩
https://aexp.eightfold.ai/careers/job/24270333?domain=aexp.com&hl=en

4 Career Paths In Data Analytics

1) Data Analyst:

Role: Data Analysts interpret data and provide actionable insights through reports and visualizations.

They focus on querying databases, analyzing trends, and creating dashboards to help businesses make data-driven decisions.

Skills: Proficiency in SQL, Excel, data visualization tools (like Tableau or Power BI), and a good grasp of statistics.

Typical Tasks: Generating reports, creating visualizations, identifying trends and patterns, and presenting findings to stakeholders.


2)Data Scientist:

Role: Data Scientists use advanced statistical techniques, machine learning algorithms, and programming to analyze and interpret complex data.

They develop models to predict future trends and solve intricate problems.
Skills: Strong programming skills (Python, R), knowledge of machine learning, statistical analysis, data manipulation, and data visualization.

Typical Tasks: Building predictive models, performing complex data analyses, developing machine learning algorithms, and working with big data technologies.


3)Business Intelligence (BI) Analyst:

Role: BI Analysts focus on leveraging data to help businesses make strategic decisions.

They create and manage BI tools and systems, analyze business performance, and provide strategic recommendations.

Skills: Experience with BI tools (such as Power BI, Tableau, or Qlik), strong analytical skills, and knowledge of business operations and strategy.

Typical Tasks: Designing and maintaining dashboards and reports, analyzing business performance metrics, and providing insights for strategic planning.

4)Data Engineer:

Role: Data Engineers build and maintain the infrastructure required for data generation, storage, and processing. They ensure that data pipelines are efficient and reliable, and they prepare data for analysis.

Skills: Proficiency in programming languages (such as Python, Java, or Scala), experience with database management systems (SQL and NoSQL), and knowledge of data warehousing and ETL (Extract, Transform, Load) processes.

Typical Tasks: Designing and building data pipelines, managing and optimizing databases, ensuring data quality, and collaborating with data scientists and analysts.

I have curated best 80+ top-notch Data Analytics Resources 👇👇
https://topmate.io/analyst/861634

Hope this helps you 😊

5 POWERFUL Tips to Learn SQL Faster—Still Works in 2025
👇👇
https://medium.com/@data_analyst/5-powerful-tips-to-learn-sql-faster-still-works-in-2025-27db62cea153?sk=e9024a244c8ecaa8086daf34eded04d4

NatWest Group is hiring!
Position: Business Analyst
Qualifications: Bachelor’s/ Master’s/ MBA
Salary: 6 - 9 LPA (Expected)
Experience: Freshers & Experienced
Location: Work From Home/ office

📌Apply Now: https://jobs.natwestgroup.com/jobs/15211226-business-analyst?bid=370

👉WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226

👉Telegram Link: https://news.1rj.ru/str/addlist/4q2PYC0pH_VjZDk5

All the best 👍👍

BPK Technologies is hiring for #BusinessAnalyst (Healthcare Domain)



Location: #Remote


Qualifications:

• Education: Bachelor’s degree in relevant fields.

• Experience: 4-8 years as a Business Analyst, preferably in the healthcare industry.

• Technical Skills:

o Proficiency in SQL is essential.

o Knowledge of API integration and related documentation.


https://careers.bpktech.com/jobs/Careers/57844000008424324

YT Playlists to Learn Complete SQL

Database Design Course freeCodeCamp
https://www.youtube.com/watch?v=ztHopE5Wnpc&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL (Full Course) - QAFox
https://www.youtube.com/watch?v=pVKT4N-Cgb8&list=PLsjUcU8CQXGFFAhJI6qTA8owv3z9jBbpd

SQL Tutorial - Full Database Course for Beginners - freeCodeCamp
https://www.youtube.com/watch?v=HXV3zeQKqGY&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL Tutorial for Beginners (and Technical Interview Questions Solved) - freeCodeCamp
https://www.youtube.com/watch?v=-fW2X7fh7Yg&pp=ygUPc3FsIGZ1bGwgY291cnNl

MySQL Tutorial for Beginners - Programming with Mosh
https://www.youtube.com/watch?v=7S_tz1z_5bA&pp=ygUPc3FsIGZ1bGwgY291cnNl

SQL Full Course | SQL For Beginners | Mysql Full Course - Simplilearn
https://www.youtube.com/watch?v=AA7i2GcTGwU&pp=ygUPc3FsIGZ1bGwgY291cnNl

𝐑𝐞𝐯𝐨𝐥𝐮𝐭 - 𝐖𝐨𝐫𝐤 𝐅𝐫𝐨𝐦 𝐇𝐨𝐦𝐞
Position: Business Analyst
Qualification: Bachelor's/ Master's Degree
Salary: 5 - 8 LPA (Expected)
Experience: Freshers/ Experienced
Location: Work From Home (Remote)

📌Apply Now: https://www.revolut.com/en-IN/careers/position/business-analyst-finance-9d9d6fdb-be9e-4020-b885-ee54ad880a61/

👉WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226

👉Telegram Link: https://news.1rj.ru/str/addlist/4q2PYC0pH_VjZDk5

Like for more ❤️

All the best 👍👍

Enhanced Veterans Solutions, Inc. is hiring for Business Analyst
Remote - USA, VA

Salary Denoscription
$75,000 to 83,000

Apply Link : https://recruiting.paylocity.com/Recruiting/Jobs/Details/2882257

We are hiring Business system analyst

Location: Mechanicsville, VA - Hybrid - Local to VA candidates are required.

If you are interested or have a referral, please share resume at
✉ shaik.sameera@biitservices.com

Job noscript: BI Analyst
Location: Cleaveland, OH (Hybrid) Only Local
Duration: Long-term.
Experience: 12 Years required.
Client: Cognizant / Optum.

Must have a Local candidate Only.
Strong BI Analyst Experience candidate.
Healthcare experience is a Plus.

Please share the profile with samba@avtechsol.com.

BA Interview Questions and Answers -Practice Set

Phonepe is BULK HIRING FRESHERS!!

Role: Business Development Associate
Pay: INR 25,000 / month
Location: Pan- India
Graduation: 2023/ 2022/ 2021/ 2020
Required: 6 months experience in field sales

🔗 Apply link : https://forms.gle/9T4hnjGNkZmR7DoBA

Reference number: ZW1212 (Mandatory)

Let's start with solving guesstimates

Like this post if you want me to continue

Let's begin with first problem

Calculate market size for Number of cars in USA
(Number of people is 300m)

To calculate the market size in terms of the number of cars in the USA with a population of 300 million people, we need to make certain assumptions:

1. Assumption 1: An average ratio of people per car. This ratio varies based on factors like urbanization, wealth distribution, and cultural preferences.

2. Assumption 2: It's common to use the number of licensed drivers or households as a proxy for car ownership.

Now, let's make a simplified calculation with the assumption that the average ratio of people to cars is 2.5 (which means on average, 2.5 people own one car). With a population of 300 million in the USA:

Total number of cars = Population / People per car

Total number of cars = 300 million / 2.5 = 120 million cars

So, based on this rough estimation, the market size in terms of the number of cars in the USA with a population of 300 million people could be around 120 million cars with the given assumption. Remember, this calculation is a simplification and actual numbers can vary based on real-world data and specific demographics.

Nyka Business Analyst Interview Question approach

Step 1: Market Analysis-
The objective here is to assess the market size and growth potential in both regions. We would start by gathering data from market research reports to understand current market sizes and growth forecasts. Additionally, we'll analyze prevailing trends, such as the increasing demand for organic products or shifts towards online shopping, using visual aids like graphs and maps to highlight these markets.

Step 2: Competitive Landscape-
We would identify the main competitors in these markets and evaluate Nykaa’s market positioning relative to them. This involves listing major beauty retailers in both regions and using pie charts to display market shares, alongside visual representations of competitor logos.

Step 3: Product Comparison-
Here, our focus would shift to comparing Nykaa’s product offerings with those of existing competitors. We'd discuss the range and exclusivity of our products and highlight our unique selling propositions. Side-by-side images or checklists would be used as visual aids to make these comparisons clear.

Step 4: Financial Analysis-
This step involves estimating the financial implications of market entry. We'd outline the costs associated with setup, marketing, and operations, and project potential earnings to discuss the return on investment. Simple bar charts would be useful here to visually compare initial costs against potential revenues.

Step 5: Regulatory and Logistical Review-
We'd examine the regulatory and logistical challenges expected in these regions. This includes discussing major legal hurdles and supply chain and distribution challenges, using icons or brief clips to represent regulatory bodies and logistics like trucks and warehouses.

Step 6: Final Recommendation-
Based on our comprehensive analysis, I would conclude with a strategic decision, recommending whether Nykaa should expand into Western Europe or Southeast Asia. This decision would be backed by a summary of key reasons drawn from our analysis, and I'd use a balance scale graphic to visually present the pros and cons that led to our final decision.

GE Appliances is hiring!
Position: Associate Business Analyst
Qualification: Bachelor’s Degree
Salary: 6 - 12 LPA (Expected)
Experience: Freshers/ Experienced
Location: Bangalore, India

📌Apply Now: https://haier.wd3.myworkdayjobs.com/GE_Appliances/job/IND-Bangalore-KA/Associate-Business-Analyst_REQ-21526?source=LinkedIn

𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐀𝐧𝐚𝐥𝐲𝐬𝐭 V/S 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞

𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐀𝐧𝐚𝐥𝐲𝐬𝐭 (𝐁𝐀):

- Acts as a bridge between the business side and the IT side of an organization.
- Gathers and analyzes business requirements.
- Conducts stakeholder meetings.

𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 (𝐁𝐈):

- Focuses on data analysis, reporting, and data visualization using BI tools.
- Extracts and transforms data from various sources into meaningful insights to support decision-making.
- Builds dashboards and reports.
- Identifies trends and patterns in data.

𝐄𝐱𝐚𝐦𝐩𝐥𝐞:

𝐀𝐦𝐚𝐳𝐨𝐧: A BA might analyze customer feedback to improve delivery processes, while a BI professional could create dashboards to monitor sales trends and warehouse efficiency.

𝐆𝐨𝐨𝐠𝐥𝐞: A BA could work on improving user experience based on app usage data, whereas a BI expert might analyze advertising data to optimize ad campaigns.

Data Analyst vs Business Analyst

Python Interview Questions for Data/Business Analysts in MNC:

Question 1:
Given a dataset in a CSV file, how would you read it into a Pandas DataFrame? And how would you handle missing values?

Question 2:
Describe the difference between a list, a tuple, and a dictionary in Python. Provide an example for each.

Question 3:
Imagine you are provided with two datasets, 'sales_data' and 'product_data', both in the form of Pandas DataFrames. How would you merge these datasets on a common column named 'ProductID'?

Question 4:
How would you handle duplicate rows in a Pandas DataFrame? Write a Python code snippet to demonstrate.

Question 5:
Describe the difference between '.iloc[] and '.loc[]' in the context of Pandas.

Question 6:
In Python's Matplotlib library, how would you plot a line chart to visualize monthly sales? Assume you have a list of months and a list of corresponding sales numbers.

Question 7:
How would you use Python to connect to a SQL database and fetch data into a Pandas DataFrame?

Question 8:
Explain the concept of list comprehensions in Python. Can you provide an example where it's useful for data analysis?

Question 9:
How would you reshape a long-format DataFrame to a wide format using Pandas? Explain with an example.

Question 10:
What are lambda functions in Python? How are they beneficial in data wrangling tasks?

Question 11:
Describe a scenario where you would use the 'groupby()' method in Pandas. How would you aggregate data after grouping?

Question 12:
You are provided with a Pandas DataFrame that contains a column with date strings. How would you convert this column to a datetime format? Additionally, how would you extract the month and year from these datetime objects?

Question 13:
Explain the purpose of the 'pivot_table' method in Pandas and describe a business scenario where it might be useful.

Question 14:
How would you handle large datasets that don't fit into memory? Are you familiar with Dask or any similar libraries?

Question 15:
In a dataset, you observe that some numerical columns are highly skewed. How can you normalize or transform these columns using Python?

Python Interview Q&A: https://topmate.io/coding/898340

Like for more ❤️

Nyka Business Analyst Interview Question approach

Step 1: Market Analysis-
The objective here is to assess the market size and growth potential in both regions. We would start by gathering data from market research reports to understand current market sizes and growth forecasts. Additionally, we'll analyze prevailing trends, such as the increasing demand for organic products or shifts towards online shopping, using visual aids like graphs and maps to highlight these markets.

Step 2: Competitive Landscape-
We would identify the main competitors in these markets and evaluate Nykaa’s market positioning relative to them. This involves listing major beauty retailers in both regions and using pie charts to display market shares, alongside visual representations of competitor logos.

Step 3: Product Comparison-
Here, our focus would shift to comparing Nykaa’s product offerings with those of existing competitors. We'd discuss the range and exclusivity of our products and highlight our unique selling propositions. Side-by-side images or checklists would be used as visual aids to make these comparisons clear.

Step 4: Financial Analysis-
This step involves estimating the financial implications of market entry. We'd outline the costs associated with setup, marketing, and operations, and project potential earnings to discuss the return on investment. Simple bar charts would be useful here to visually compare initial costs against potential revenues.

Step 5: Regulatory and Logistical Review-
We'd examine the regulatory and logistical challenges expected in these regions. This includes discussing major legal hurdles and supply chain and distribution challenges, using icons or brief clips to represent regulatory bodies and logistics like trucks and warehouses.

Step 6: Final Recommendation-
Based on our comprehensive analysis, I would conclude with a strategic decision, recommending whether Nykaa should expand into Western Europe or Southeast Asia. This decision would be backed by a summary of key reasons drawn from our analysis, and I'd use a balance scale graphic to visually present the pros and cons that led to our final decision.