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Ques:- What is a pivot table and how do you use it in Excel or other tools
Right Answer:
A pivot table is a data processing tool that summarizes and analyzes data in a spreadsheet, like Excel. You use it by selecting your data range, then inserting a pivot table, and dragging fields into rows, columns, values, and filters to organize and summarize the data as needed.
Ques:- What is data normalization and why is it important
Right Answer:
Data normalization is the process of organizing data in a database to reduce redundancy and improve data integrity. It involves structuring the data into tables and defining relationships between them. Normalization is important because it helps eliminate duplicate data, ensures data consistency, and makes it easier to maintain and update the database.
Ques:- What is exploratory data analysis (EDA)
Right Answer:
Exploratory Data Analysis (EDA) is the process of analyzing and summarizing datasets to understand their main characteristics, often using visual methods. It helps identify patterns, trends, and anomalies in the data before applying formal modeling techniques.
Ques:- What are some common data visualization techniques
Right Answer:
Some common data visualization techniques include:

1. Bar Charts
2. Line Graphs
3. Pie Charts
4. Scatter Plots
5. Histograms
6. Heat Maps
7. Box Plots
8. Area Charts
9. Tree Maps
10. Bubble Charts
Ques:- What is classification analysis and how does it work
Right Answer:
Classification analysis is a data analysis technique used to categorize data into predefined classes or groups. It works by using algorithms to learn from a training dataset, where the outcomes are known, and then applying this learned model to classify new, unseen data based on its features. Common algorithms include decision trees, logistic regression, and support vector machines.
Ques:- What are the new features included in the new version of SAS i.e., SAS9.1.3?
Right Answer:
SAS 9.1.3 introduced several new features, including enhanced data integration capabilities, improved support for web-based applications, new statistical procedures, better performance for large data sets, and enhanced tools for data visualization and reporting.
Ques:- What is market research and why is it important
Right Answer:
Market research is the process of gathering, analyzing, and interpreting information about a market, including information about the target audience, competitors, and industry trends. It is important because it helps businesses understand customer needs, identify market opportunities, make informed decisions, and reduce risks associated with launching new products or services.
Ques:- What is sampling and what are the types of sampling techniques
Right Answer:
Sampling is the process of selecting a subset of individuals or items from a larger population to estimate characteristics of the whole population. The main types of sampling techniques are:

1. **Probability Sampling**: Each member of the population has a known chance of being selected. Types include:
- Simple Random Sampling
- Systematic Sampling
- Stratified Sampling
- Cluster Sampling

2. **Non-Probability Sampling**: Not all members have a known or equal chance of being selected. Types include:
- Convenience Sampling
- Judgmental Sampling
- Quota Sampling
- Snowball Sampling
Ques:- What is a questionnaire and how do you design one effectively
Right Answer:
A questionnaire is a set of written questions used to gather information from respondents. To design one effectively, follow these steps:

1. Define the objective: Clearly outline what information you want to gather.
2. Identify the target audience: Know who will be answering the questions.
3. Choose the question type: Use a mix of open-ended and closed-ended questions.
4. Keep it concise: Limit the number of questions to avoid respondent fatigue.
5. Use clear and simple language: Ensure questions are easy to understand.
6. Pilot test: Test the questionnaire with a small group to identify any issues.
7. Revise based on feedback: Make necessary adjustments before the final distribution.
Ques:- What is the difference between primary and secondary research
Right Answer:
Primary research involves collecting new data directly from sources, such as surveys or interviews, while secondary research involves analyzing existing data that has already been collected by others, such as reports or studies.
Ques:- What are buyer personas and how are they created
Right Answer:
Buyer personas are semi-fictional representations of a company's ideal customers, based on market research and real data about existing customers. They are created by gathering information through surveys, interviews, and analyzing customer demographics, behaviors, and motivations to identify common traits and needs.
Ques:- How did diagonal of location.
Right Answer:
The diagonal of a location refers to the shortest distance between two opposite corners of a rectangular area, calculated using the Pythagorean theorem: ( text{Diagonal} = sqrt{(text{Length}^2 + text{Width}^2)} ).
Ques:- Explain project life cycle?
Right Answer:
The project life cycle consists of five main phases:

1. **Initiation**: Defining the project and obtaining approval.
2. **Planning**: Outlining the project scope, objectives, and creating a roadmap.
3. **Execution**: Implementing the project plan and delivering the project outputs.
4. **Monitoring and Controlling**: Tracking progress and making adjustments as needed.
5. **Closure**: Finalizing all activities, delivering the final product, and closing the project.
Ques:- What’s the need for process improvement plans?
Right Answer:
Process improvement plans are needed to identify inefficiencies, enhance productivity, ensure quality, reduce costs, and adapt to changing requirements, ultimately leading to better project outcomes and stakeholder satisfaction.
Ques:- Explain how best you can deliver the inputs for such kind of project.
Right Answer:
To deliver the inputs for a construction project effectively, I would:

1. **Conduct Thorough Planning**: Define project scope, objectives, and deliverables clearly.
2. **Engage Stakeholders**: Collaborate with all stakeholders to gather requirements and expectations.
3. **Develop a Detailed Schedule**: Create a timeline with milestones for each phase of the project.
4. **Allocate Resources**: Identify and assign the necessary resources, including labor, materials, and equipment.
5. **Establish Communication Channels**: Set up regular meetings and updates to ensure everyone is informed and aligned.
6. **Implement Risk Management**: Identify potential risks early and develop mitigation strategies.
7. **Monitor Progress**: Use project management tools to track progress and make adjustments as needed.
8. **Ensure Compliance**: Adhere to safety regulations, building codes, and quality standards throughout the project.
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