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Fractal Analytics Interview Questions and Answers
115 Interview questions
Statistics help analyze data, identify trends, and make informed decisions in various analytical problems.
Descriptive statistics summarize data (e.g., mean, median, mode) to understand central tendencies.
Inferential statistics allow us to make predictions or generalizations about a population based on a sample (e.g., confidence intervals).
Regression analysis helps identify relationships between variables (e.g., pr...
Power BI offers diverse graph types for data visualization, enhancing insights and decision-making.
Bar Charts: Useful for comparing quantities across categories, e.g., sales by region.
Line Charts: Ideal for showing trends over time, such as monthly revenue growth.
Pie Charts: Effective for displaying percentage shares, like market share distribution.
Scatter Plots: Great for identifying relationships between two var...
An end-to-end project involves all phases from initiation to closure, ensuring comprehensive management and delivery.
Initiation: Define project goals and scope, e.g., a new software development project.
Planning: Create a detailed project plan, including timelines and resources.
Execution: Implement the project plan, e.g., developing software features.
Monitoring: Track progress and performance against the plan, usin...
Advanced SQL queries involve complex operations like joins, subqueries, and window functions for data manipulation.
Use JOINs to combine data from multiple tables. Example: SELECT * FROM orders JOIN customers ON orders.customer_id = customers.id;
Implement subqueries for filtering results. Example: SELECT * FROM products WHERE price > (SELECT AVG(price) FROM products);
Utilize window functions for advanced analyti...
What people are saying about Fractal Analytics
Update statement to swap gender values in Employee table from female to male and vice versa.
Use SQL UPDATE statement to modify records in the Employee table.
Utilize a CASE statement to conditionally change gender values.
Example: UPDATE Employee SET gender = CASE WHEN gender = 'female' THEN 'male' ELSE 'female' END;
An end-to-end credit card fraud detection project involves data collection, preprocessing, model training, and deployment.
Data Collection: Gather transaction data, including features like transaction amount, location, and time.
Data Preprocessing: Clean the data by handling missing values and normalizing features to ensure consistency.
Exploratory Data Analysis (EDA): Analyze patterns in the data to identify potenti...
Fractal Analytics HR Interview Questions
Developed a data pipeline to ingest, process, and analyze customer behavior data for targeted marketing campaigns.
Designed and implemented ETL processes to extract data from various sources
Utilized Apache Spark for data processing and analysis
Built machine learning models to predict customer behavior
Collaborated with marketing team to optimize campaign strategies
Chatbots use natural language processing and machine learning to interact with users and provide automated responses.
Chatbots use natural language processing (NLP) to understand and interpret user input.
They use machine learning algorithms to learn from past interactions and improve responses.
Chatbots can be rule-based, where responses are pre-programmed, or AI-based, where they learn and adapt over time.
Examples ...
PCA is a dimensionality reduction technique that uses eigenvalues to find the principal components of a dataset.
PCA is used to reduce the dimensionality of a dataset by transforming the data into a new coordinate system.
Eigenvalues represent the amount of variance captured by each principal component.
Higher eigenvalues indicate that the corresponding principal component explains more variance in the data.
Eigenvalu...
Snowflake is a cloud-based data warehousing platform known for its scalability, performance, and ease of use.
Snowflake uses a unique architecture called multi-cluster, which separates storage and compute resources for better scalability and performance.
It supports both structured and semi-structured data, allowing users to work with various data types.
Snowflake offers features like automatic scaling, data sharing,...
Fractal Analytics Interview Experiences
216 interviews found
Palak Marwah
Interview Questionnaire
23 Questions
- Q1. Walk me through your resume
- Ans.
I have a diverse background in data analysis, project management, and financial modeling, with a strong focus on delivering actionable insights.
Graduated with a degree in Economics, where I developed a strong foundation in statistical analysis and economic theory.
Interned at XYZ Corp, where I analyzed sales data to identify trends, resulting in a 15% increase in quarterly sales.
Worked as a Data Analyst at ABC Inc., whe...
- Q2. What did you learn in your conference at Harvard University?
- Ans.
I learned about the latest trends in AI and machine learning.
Discussed the impact of AI on various industries
Explored the ethical implications of AI
Learned about new techniques in machine learning
Attended workshops on natural language processing and computer vision
- Q3. If you were travelling so much, how did you maintain a CGPA of 8?
- Ans.
Maintained CGPA of 8 by managing time efficiently and prioritizing studies.
Managed time efficiently
Prioritized studies over leisure activities
Utilized travel time for studying
Maintained a study schedule
Sought help from professors and peers when needed
- Q4. Mumbai or Bangalore (2 job locations in the offer). I said Bangalore, she was surprised as I stay in Nagpur. Asked me why?
- Ans.
I prefer Bangalore for its vibrant tech ecosystem, networking opportunities, and better career growth prospects compared to Mumbai.
Bangalore is known as the Silicon Valley of India, hosting numerous tech companies and startups.
The city offers a collaborative environment with many networking events and meetups, enhancing professional growth.
Bangalore has a relatively lower cost of living compared to Mumbai, allowing for...
- Q5. What is your weakness?
- Ans.
I tend to be overly critical of my own work, which can slow down my productivity at times.
I often spend extra time reviewing my analyses to ensure accuracy, which can delay project timelines.
For example, during a recent project, I re-evaluated my data multiple times, which caused me to miss the deadline.
I am working on setting stricter time limits for my reviews to balance quality and efficiency.
I also seek feedback fr...
- Q6. Give me a situation where you handled a problem effectively?
- Ans.
Handled a customer complaint about a delayed delivery
Listened to the customer's concerns and apologized for the inconvenience
Investigated the issue and found out that the delivery was delayed due to unforeseen circumstances
Offered a discount on the next purchase as a gesture of goodwill
Followed up with the customer to ensure their satisfaction
- Q7. Why do you not want to go in core Metallurgy (my Btech majors)?
- Ans.
I prefer roles that leverage analytical skills and data-driven decision-making over traditional metallurgy applications.
I am passionate about data analysis and enjoy working with large datasets to derive insights, as seen in my internship at XYZ Corp.
I believe my skills in statistical modeling and predictive analytics can add more value in sectors like finance or consulting.
The dynamic nature of roles in analytics exci...
- Q8. Women in India do not get what they deserve. Do you agree?
- Ans.
Disagree. Women in India have made significant progress in various fields.
Women in India have excelled in fields like politics, sports, entertainment, and education.
The government has implemented various schemes and policies to empower women.
However, there are still issues like gender-based violence and discrimination that need to be addressed.
Efforts are being made to increase women's participation in the workforce an...
- Q9. Tell me about both
- Ans.
The question is unclear. Please provide more context.
Please provide more information about what you are asking for.
Without additional context, it is difficult to provide a meaningful answer.
Can you please clarify the question?
I am unable to answer the question without more information.
- Q10. What are the evidences?
- Ans.
The evidences refer to the proof or supporting facts that validate a claim or argument.
Evidences can be in the form of data, statistics, research studies, expert opinions, eyewitness accounts, etc.
For example, in a court case, evidences can include DNA samples, fingerprints, and witness testimonies.
In scientific research, evidences can include experimental data, peer-reviewed studies, and expert analysis.
In journalism,...
- Q11. Okay what are your hobbies?
- Ans.
I enjoy reading, hiking, and cooking, which help me relax and stay creative while also connecting with nature and different cultures.
Reading: I love exploring different genres, especially historical fiction and biographies, which broaden my perspective.
Hiking: I often go on weekend hikes, enjoying the tranquility of nature and the physical challenge it provides.
Cooking: Experimenting with new recipes allows me to expre...
- Q12. What genre of books?
- Ans.
I enjoy reading a variety of genres, including mystery, science fiction, and historical fiction.
Mystery
Science fiction
Historical fiction
- Q13. What was the last book you read? What do you think of it?
- Ans.
The last book I read was 'The Alchemist' by Paulo Coelho. It's a beautiful story about following your dreams.
The book is a fictional story about a shepherd boy named Santiago who embarks on a journey to fulfill his personal legend
The author uses simple language and metaphors to convey deep philosophical ideas about life and purpose
The book has sold over 65 million copies worldwide and has been translated into 80 langua...
- Q14. What is one learning from it?
- Ans.
One learning from what?
Please provide context or specify what 'it' refers to
Without context, it is impossible to provide a meaningful answer
- Q15. What is truth? Like the one you have been taught or the one you learn yourself like your parents teach you to not cut nails at night etc ot go to the temple?
- Ans.
Truth is subjective and can be influenced by personal experiences and cultural beliefs.
Truth is not always objective or universal
It can be shaped by personal experiences and cultural beliefs
What is considered true in one culture may not be true in another
Truth can also change over time as new information is discovered
For example, the belief that the earth was flat was once considered true, but is now known to be false
- Q16. So why should we visit temples?
- Ans.
Visiting temples can provide spiritual and cultural experiences, as well as a sense of community and peace.
Temples offer a space for prayer and meditation
They can provide a sense of community and belonging
Visiting temples can offer cultural and historical insights
Many temples have beautiful architecture and artwork
Temples can provide a peaceful and calming environment
Some people believe that visiting temples can bring ...
- Q17. Why fractal?
- Ans.
Fractals offer a unique way to understand complex patterns and structures in nature and mathematics.
Fractals can be found in natural phenomena such as snowflakes, coastlines, and ferns.
They have practical applications in computer graphics, data compression, and cryptography.
Fractal geometry provides a new perspective on understanding the behavior of complex systems.
Fractals have been used to model the growth of tumors ...
- Q18. What was your internship in IIM A about?
- Ans.
My internship at IIM A was focused on market research and analysis for a new product launch.
Conducted primary and secondary research to identify market trends and consumer preferences
Analyzed data using statistical tools and presented findings to senior management
Assisted in developing marketing strategies and creating promotional materials
Collaborated with cross-functional teams to ensure successful product launch
Gain...
- Q19. Okay. How many people attended StanChart Mumbai Marathon?
- Ans.
The number of attendees at StanChart Mumbai Marathon is not available.
Data on the number of attendees is not available.
The organizers have not released any official figures.
It is unclear how many people participated in the marathon.
- Q20. The puzzle of 2 cans of 3Litre and 5 litre used to measure other values (very common one)
- Q21. I have 5 other BTech metallurgy graduates, why should I hire you?
- Ans.
I bring a unique combination of skills and experience to the table.
My experience in internships and projects sets me apart from my peers.
I have a strong understanding of the latest industry trends and technologies.
My ability to work well in a team and communicate effectively makes me a valuable asset.
I am passionate about metallurgy and am always eager to learn and improve.
My dedication and work ethic are unmatched.
- Q22. You mean they will disappoint my efforts?
- Ans.
It depends on the situation and the people involved.
It's possible that they may not appreciate or recognize your efforts.
It's also possible that they may have different expectations or priorities.
Communication and understanding are key to avoiding disappointment.
Examples: a boss who doesn't acknowledge your hard work, a friend who doesn't show up to your event.
- Q23. Do not try to safe guard your friends (humorously)
Interview Preparation Tips
Experience: The test was of easy to moderate difficulty level. There was no negative marking hence choosing the questions to maximize score was the best way. It was a speed based test and a few questions in each section were put to break your speed in the form of calculation based questions or slightly difficult ones. Decent preparation for CAT etc is more than sufficient. Verbal was very easy, quants and reasoning were moderate. I always thought that quants was my weakness, but this test was easier than expected.
Tips: 1) Choose questions in each section wisely because there is no negative marking. Leave the ones you think are time consuming and fill it at the last.
2) Make sure you allot equal time to all sections or if you have one section as your strength do it first. There can be chances of sectional cut off, I am not sure
3) Maximize your score by keeping your speed maintained
4) A decent preparation for CAT is more than enough. Verbal has 1 or 2 RCs which are very easy.
Duration: 60 minutes
Total Questions: 60
Round: Technical Interview
Experience: The first round was pretty easy I thought because the interviewer was pretty relaxed and was just trying to get to know me. She asked questions about every point in my resume. I could feel that you are the one who drive your interview the way you want to from the first question.
Tips: 1) PLEASE be HONEST with your resume. They will ask you about each and every point. They asked about EVERY internship I did, every conference, everything. So be honest and well versed with what you mention in your resume.
2) Do not get laid back if the interviewer is a little relaxed. The ones who did in my time, did not get shortlisted for next round.
3) Be aware of your answers, you can drive your own interview.
Round: Puzzle Interview
Experience: Ans 1 - Case studies on sports leagues in India - Indian Badminton League, Hockey India League and Standard Chartered Mumbai Marathon
Ans 2 - Guessestimate question. Gave a reason for answer, it was not even close for the first time because I could not estimate population of Marine Drive (venue of marathon) near to real value but my algorithm was correct, hence he moved to next question.
Ans 4 - I will not disappont the efforts put in me, I am sincere and passionate about my work.
Ans 5 - No I do not mean that.
Ans 6 - I would act as an asset for the company who would help in building other assets by helping and working together with my peers in Fractal
Tips: 1) Make sure you keep explaining your method at each step, this way even if values are wrong, they are interested in method.
2) Dont panic, you can ask them to give you 2 3 minutes to think
3) Be honest. Have presence of mind, understand when he is not happy with your response
4) The interviewer was continuously roaming around the room trying to distract me. So be focussed.
Round: HR Interview
Experience: Ans 1 - Do you intend to ask about their rights from society or freedom from home?
Ans 2 - According to me the societal restrictions are forced, but the family restrictions might be justified because I asked my father and he gave evidences from Vedas which was logical.
Ans 3 - Told her the facts
Ans 4 - Travelling, meeting new people and reading books
Ans 5 - both fiction and non fiction. Named a few titles and authors
Ans 6 - My Experiments with Truth - MK Gandhi, Like most of my peers, I made a negative conclusion about MK Gandhi.
Ans 7 - That truth must always prevail but it doesnt define truth.
Ans 8 - Ma'am, what we are taught and what we grow up with is our paradigm. Truth is what we accept after observing everything. For example I was curious why we should visit the temple and I researched about it, read a few texts and forme dmy opinion this i smy truth so it can be subjective.
Ans 9 - Gave the reason
Ans 10 - I think Fractal works on the same principle as I do that there should be a balance between everything in life. My seniors at fractal have talked extremely well about the work life balance and as you would see my profile is also a balance between sports, extra curriculars and academics
Tips: 1) I was confident and aware about what I was saying.
2) I gave openings for her to ask the next question like define truth, why temples etc.
3) Be honest and tell them waht you think. This round is just to check if you fit in their work culture or not.
General Tips: 2 things are very important for fractal -
1 - stay calm
2 - be honest. they can see through it.
Read about Fractal properly, use it in your answers. HR round will have one question - Do ask at least one question
Skill Tips: Make sure your resume is one page long only and is COMPLETELY TRUE.
Skills: Ability To Cope Up With Stress, Guesstimate Skills, Ability To Deal Diplomatically, Ability To Convince, Hone
College Name: NIT Nagpur
Motivation: It was an analyst job and the company has a very good work life culture.
Funny Moments: When in 1st round I was asked any difficult situation you handled, I told about my visit to Japan and how I did a presentation there in Class 10, my interviewer then began to tell me about her visit to Japan and how good Japanese people are
Also in last round, we had a healthy long discussion about what is truth, why women are denied a few things etc/ All HR interviews were 10 minutes long with normal questions like hobbies and general stuff but mine went on for 40 minutes and I did not even mind it.
Anonymous
I applied via Approached by Company and was interviewed in Nov 2024. There were 4 interview rounds.
(2 Questions)
- Q1. Main pillars of Project management
- Ans.
Main pillars of Project management include scope, time, cost, quality, communication, risk, and procurement.
Scope management involves defining and controlling what is included in the project.
Time management focuses on creating and maintaining a project schedule.
Cost management involves budgeting and controlling project costs.
Quality management ensures that the project meets the required standards.
Communication manageme...
- Q2. Project Management Scenario based questions you can clear if you have hands-on experience
(1 Question)
- Q1. Project Management+Technical discussion
(1 Question)
- Q1. Informal HR discussion salary expectations,asked to submit documents for verification
(2 Questions)
- Q1. Project Management experience and challenges faced for a project
- Ans.
I have 5 years of project management experience, including leading a team to successfully complete a software development project.
Managed cross-functional teams to ensure project milestones were met
Identified and resolved conflicts within the team to maintain productivity
Implemented Agile methodologies to improve project efficiency
Communicated project updates to stakeholders regularly
Managed project budget and resource...
- Q2. More technical describe ado.net,boxing unboxing
Interview Preparation Tips
They asked me reason to change.I told them there was lot of rework and no work life balance.However they justified the rework saying that it is part of any process and also seemed to have traditional mindset didnt bother much about work life balance.
Dont want to be a part of company with these kind of higher management.
Selected
I appeared for an interview in Jan 2025.
Basic Pyspark/python question with some mcqs
(2 Questions)
- Q1. Project overview
- Q2. Pyspark, python , sql related questions.
(2 Questions)
- Q1. Basic technical question on spark and one python Dasa question and one sql
- Q2. Sql + python + spark + Adf + Databricks
(2 Questions)
- Q1. Why you want to join even though you have offers from good mnc
- Ans.
I am passionate about data engineering and believe this company offers unique opportunities for growth and learning.
Exciting projects and challenges at this company
Opportunities for growth and learning in data engineering
Alignment with company values and culture
Potential for career advancement and development
Interest in the industry or specific technologies used by the company
- Q2. Salary expectations and work culture
(2 Questions)
- Q1. What kind of data modelling you worked with GenAI project?
- Ans.
I have experience working with data modelling in the GenAI project to optimize algorithms and improve performance.
Utilized various data modelling techniques to analyze and interpret data
Developed predictive models to enhance decision-making processes
Collaborated with data scientists to refine and validate models
Implemented machine learning algorithms to improve accuracy and efficiency
- Q2. What was the challenge in end-to-end product delivery and implementation of solution roadmap?
- Ans.
The challenge in end-to-end product delivery and implementation of solution roadmap involved coordinating multiple teams, managing dependencies, and ensuring alignment with business goals.
Coordinating cross-functional teams to ensure timely delivery of each component of the product
Managing dependencies between different teams and components to avoid delays
Ensuring alignment of the solution roadmap with the overall busi...
(2 Questions)
- Q1. Why Informatica cloud is better than Azure Cloud solution?
- Ans.
Informatica Cloud offers more comprehensive data integration capabilities compared to Azure Cloud.
Informatica Cloud provides a wide range of data integration tools and services for various data sources and formats.
Informatica Cloud offers advanced data quality and data governance features that are not available in Azure Cloud.
Informatica Cloud has a strong focus on data security and compliance, with built-in encryption...
- Q2. Why do you prefer Azure cloud solution as recommendations for Data Engineering pipelines? Explain data pipelines scenario you managed in the project?
- Ans.
I prefer Azure cloud solution for Data Engineering pipelines due to its scalability, reliability, and integration with other Microsoft services.
Azure provides a wide range of tools and services specifically designed for data engineering tasks, such as Azure Data Factory, Azure Databricks, and Azure HDInsight.
Azure offers seamless integration with other Microsoft services like Power BI, SQL Server, and Azure Machine Lea...
(2 Questions)
- Q1. How do you manage client obligations?
- Ans.
I manage client obligations by setting clear expectations, communicating regularly, and prioritizing tasks based on deadlines and importance.
Set clear expectations with clients regarding deliverables and timelines
Communicate regularly to provide updates on progress and address any concerns
Prioritize tasks based on deadlines and importance to ensure all client obligations are met
Proactively identify potential issues and...
- Q2. How do you manange conflicts in the project?
Interview Preparation Tips
Bratati Datta Gupta
I applied via LinkedIn and was interviewed in Nov 2024. There were 2 interview rounds.
There are 10 multiple-choice questions (MCQs) on Python, 20 MCQs on machine learning (ML), and 10 questions on deep learning (DL).
(1 Question)
- Q1. The technical round was divided in three phases - phase -1 : intro and professional projects They asked about the projects I have contributed in my full-time tenure. Then, asked me to pick any one of them...
Selected
I appeared for an interview in Jan 2025.
(2 Questions)
- Q1. PySpark and SQL questions
- Q2. Azure datafactory related questions
(2 Questions)
- Q1. Spark internals
- Q2. Scenario based
(2 Questions)
- Q1. Soft skills
- Q2. Scenario based and general discussion
I applied via Campus Placement
Pretty simple aptitude test
(5 Questions)
- Q1. Explain your projects in detail from data preprocessing to deployment
- Ans.
I have worked on various projects involving data preprocessing, model building, and deployment.
I start by cleaning and preprocessing the raw data to remove missing values and outliers.
I then perform feature engineering to create new features and select the most relevant ones for model building.
Next, I train machine learning models using algorithms like Random Forest, XGBoost, and Neural Networks.
I evaluate the models u...
- Q2. Given a SQL Query to solve
- Q3. What is logistic regression and its formula?
- Q4. What are the underlying assumptions of logistic regression?
- Q5. Difference between linearity and logistic assumptions are?
Skills evaluated in this interview
I applied via Referral and was interviewed in Dec 2024. There were 2 interview rounds.
15 MCQ, 2 coding round
(2 Questions)
- Q1. What is PCA explain eigen values
- Q2. How chatbot works really
- Ans.
Chatbots use natural language processing and machine learning to interact with users and provide automated responses.
Chatbots use natural language processing (NLP) to understand and interpret user input.
They use machine learning algorithms to learn from past interactions and improve responses.
Chatbots can be rule-based, where responses are pre-programmed, or AI-based, where they learn and adapt over time.
Examples inclu...
Selected
I applied via Approached by Company and was interviewed in Oct 2024. There were 3 interview rounds.
(2 Questions)
- Q1. Explain about your projects
- Q2. Basic Kubernetes quetions
(2 Questions)
- Q1. Python questions
- Q2. Situational Questions
(1 Question)
- Q1. Expected salary?
Interview Preparation Tips
(1 Question)
- Q1. Describe your current project snd your role.
- Ans.
Leading a team in developing a mobile app for tracking fitness goals.
Managing a team of developers and designers
Creating project timelines and milestones
Collaborating with stakeholders to gather requirements
Testing and quality assurance of the app
Implementing feedback and updates based on user testing
Ensuring project stays within budget and timeline
(1 Question)
- Q1. Describe your role
- Ans.
I oversee project planning, execution, and delivery to ensure successful completion.
Lead project teams in defining project scope, goals, and deliverables
Develop project plans and schedules, and track progress against milestones
Manage project budget and resources effectively
Communicate with stakeholders to ensure alignment and manage expectations
Identify and mitigate project risks and issues
Ensure quality standards are ...
(1 Question)
- Q1. Describe your childhood
- Ans.
I had a happy and adventurous childhood filled with outdoor activities and family vacations.
Grew up in a small town surrounded by nature
Enjoyed playing sports like soccer and basketball
Went on camping trips with my family every summer
Participated in school plays and talent shows
Had a close-knit group of friends from the neighborhood
Selected
I applied via Approached by Company and was interviewed in Jun 2024. There were 4 interview rounds.
(2 Questions)
- Q1. The HR representative will seek to understand your experience and its alignment with the role.
- Q2. Salary expectations, Offers in hand
(3 Questions)
- Q1. What are the key features and functionalities of Snowflake?
- Ans.
Snowflake is a cloud-based data warehousing platform known for its scalability, performance, and ease of use.
Snowflake uses a unique architecture called multi-cluster, which separates storage and compute resources for better scalability and performance.
It supports both structured and semi-structured data, allowing users to work with various data types.
Snowflake offers features like automatic scaling, data sharing, and ...
- Q2. The interviewer asked several complex SQL questions that utilized analytical functions.
- Q3. I was asked to write some syntax-level code for Jinja statements in dbt.
- Ans.
Jinja in dbt allows for dynamic SQL generation using templating syntax.
Use `{{ }}` for expressions, e.g., `{{ ref('my_model') }}` to reference another model.
Use `{% %}` for control flow, e.g., `{% if condition %} ... {% endif %}` for conditional logic.
Loop through lists with `{% for item in list %} ... {% endfor %}`.
Define variables with `{% set var_name = value %}` and use them with `{{ var_name }}`.
(2 Questions)
- Q1. The interviewer, who was part of the senior management, inquired about dbt, its features, and my experience with dbt thus far.
- Q2. The interviewer reviewed my resume and inquired about the challenges I encountered in my previous roles and the methods I used to resolve them.
(1 Question)
- Q1. Salary negotiations, Bonus discussions
Interview Preparation Tips
- dbt
- Snowflake
- AWS
- Python
- PySpark
- SQL
- Data Modelling
- Data Quality
- Airflow
Fractal Analytics Interview FAQs
Some of the top questions asked at the Fractal Analytics interview -
The duration of Fractal Analytics interview process can vary, but typically it takes about less than 2 weeks to complete.
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Fractal Analytics Interviews By Designations
- Fractal Analytics Consultant Interview Questions
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