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I appeared for an interview in Feb 2025, where I was asked the following questions.
Compute moving averages in Python using pandas for time series data analysis.
Import pandas: `import pandas as pd`
Create a DataFrame: `df = pd.DataFrame({'data': [1, 2, 3, 4, 5]})`
Use the `rolling()` method: `df['moving_average'] = df['data'].rolling(window=3).mean()`
The `window` parameter defines the number of periods to consider for the average.
Moving averages help smooth out short-term fluctuations and highlight long...
A/B testing involves comparing two versions of a variable to determine which performs better.
Define the objective: Identify what you want to test, e.g., increasing conversion rates on a landing page.
Select the metric: Choose a key performance indicator (KPI) to measure success, such as click-through rate (CTR).
Segment the audience: Randomly divide your audience into two groups, A (control) and B (variant).
Design the te...
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I applied via Campus Placement and was interviewed in Dec 2016. There were 6 interview rounds.
Discussing project applications in PayPal and basic ML concepts for data analysis.
Utilizing customer transaction data to identify spending patterns and improve personalized marketing strategies.
Implementing machine learning algorithms to detect fraudulent transactions in real-time, enhancing security.
Analyzing user behavior on the PayPal platform to optimize user experience and streamline the payment process.
Using pred...
I applied via Campus Placement and was interviewed in Dec 2016. There were 5 interview rounds.
My day is going well, thank you for asking. I am excited to discuss my resume and learn more about your company.
My day is going well, thank you for asking
I have a strong background in data analysis, with experience in financial modeling and market research
I am eager to learn more about your company's goals and values
I am excited about the opportunity to contribute my skills and expertise to your team
The biggest hurdle I faced during organizing the tech fest of my college was securing sponsorships.
Difficulty in convincing companies to sponsor the event
Limited budget for organizing a large-scale tech fest
Competition with other college events for sponsorships
Negotiating sponsorship deals and ensuring deliverables
Finding sponsors aligned with the theme and objectives of the tech fest
Yes, Reliance Fresh should open a store in the north-eastern part of India.
The north-eastern part of India has a growing population and increasing consumer demand.
Reliance Fresh can tap into the untapped market potential in the region.
Opening a store in the north-eastern part of India can help Reliance Fresh expand its presence and increase its market share.
Reliance Fresh can leverage its existing supply chain and dist...
The number of people travelling by local metro in Mumbai is estimated to be in millions.
Mumbai has a population of over 20 million people.
The local metro is a popular mode of transportation in Mumbai.
During peak hours, the metro trains are usually crowded.
The metro network in Mumbai is extensive, covering various parts of the city.
The number of daily commuters on the metro can be estimated based on population density a...
I applied via Referral and was interviewed in Jan 2024. There was 1 interview round.
Blockchain is a decentralized digital ledger, while network fees are charges for using a network.
Blockchain is a technology that enables the secure and transparent recording of transactions.
It is a decentralized system where multiple computers, known as nodes, maintain a copy of the blockchain.
Blockchain eliminates the need for intermediaries and provides immutability and transparency.
Network fees, on the other hand, a...
I applied via LinkedIn and was interviewed before Nov 2023. There was 1 interview round.
Money laundering involves three main stages: placement, layering, and integration. Structuring involves breaking up large transactions into smaller ones to avoid detection.
Placement: The initial stage where illegal funds are introduced into the financial system, often through cash deposits or investments.
Layering: The process of moving the funds through a series of complex financial transactions to obscure their origin...
I applied via Referral and was interviewed in Oct 2024. There were 3 interview rounds.
Sql, python, statistical questions
Daily work involves analyzing data, creating reports, and communicating findings to stakeholders.
Reviewing and cleaning data sets
Creating visualizations and dashboards
Conducting statistical analysis
Communicating insights to non-technical stakeholders
4 sql tasks on 3 tables. Joins, subqueries
Some of the top questions asked at the Razorpay Data Analytics Lead interview -
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