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Bravura solutions Interview Questions and Answers
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 is data analysis and why is it important
Right Answer:
Data analysis is the process of inspecting, cleaning, and modeling data to discover useful information, draw conclusions, and support decision-making. It is important because it helps organizations make informed decisions, identify trends, improve efficiency, and solve problems based on data-driven insights.
Ques:- What is the difference between supervised and unsupervised learning
Right Answer:
Supervised learning uses labeled data to train models, meaning the output is known, while unsupervised learning uses unlabeled data, where the model tries to find patterns or groupings without predefined outcomes.
Ques:- What is the difference between correlation and causation
Right Answer:
Correlation is a statistical measure that indicates the extent to which two variables fluctuate together, while causation implies that one variable directly affects or causes a change in another variable.
Ques:- What are the different types of data distributions
Right Answer:
The different types of data distributions include:

1. Normal Distribution
2. Binomial Distribution
3. Poisson Distribution
4. Uniform Distribution
5. Exponential Distribution
6. Log-Normal Distribution
7. Geometric Distribution
8. Beta Distribution
9. Chi-Squared Distribution
10. Student's t-Distribution
Ques:- 1) Different methods of sterilization.
Right Answer:
1) Autoclaving (steam sterilization)
2) Dry heat sterilization
3) Chemical sterilization (e.g., ethylene oxide, hydrogen peroxide)
4) Radiation sterilization (e.g., gamma rays, UV light)
5) Filtration sterilization
6) Plasma sterilization
Ques:- What is the cycle of thermodynamics refrigerator?
Right Answer:
The cycle of a thermodynamic refrigerator is the refrigeration cycle, which consists of four main processes:

1. **Evaporation** - The refrigerant absorbs heat from the environment and evaporates in the evaporator.
2. **Compression** - The vaporized refrigerant is compressed by the compressor, raising its pressure and temperature.
3. **Condensation** - The high-pressure vapor releases heat to the surroundings and condenses into a liquid in the condenser.
4. **Expansion** - The liquid refrigerant passes through an expansion valve, reducing its pressure and temperature before entering the evaporator again.
Ques:- Electrical basic for machine
Right Answer:
Electrical basics for machines include understanding voltage, current, resistance, power, and the principles of circuits. Key concepts include Ohm's Law, series and parallel circuits, and the function of components like motors, transformers, and sensors.
Ques:- Can you share an example of how you’ve adapted to different team dynamics in the past
Right Answer:
In my previous job, I worked with a team that had a very collaborative culture, where everyone shared ideas openly. I adapted by actively participating in discussions and encouraging quieter team members to share their thoughts. Later, I joined a different team that was more structured and focused on individual tasks. I adjusted by taking more initiative in my work and providing regular updates to keep everyone informed. This flexibility helped me contribute effectively in both environments.
Ques:- What steps do you take to ensure that you can pivot quickly when necessary
Right Answer:
To ensure I can pivot quickly when necessary, I take the following steps:

1. Stay informed about industry trends and changes.
2. Maintain flexibility in my plans and strategies.
3. Foster open communication with my team to share insights and feedback.
4. Regularly assess and review project progress and outcomes.
5. Develop a mindset that embraces change and encourages innovation.
Ques:- How do you keep your skills up to date in a rapidly changing industry
Right Answer:
I keep my skills up to date by regularly attending workshops and webinars, following industry news and trends, taking online courses, and participating in professional networks and forums.
Ques:- How do you stay positive when faced with uncertainty or unexpected challenges
Right Answer:
I stay positive by focusing on what I can control, maintaining a flexible mindset, seeking support from others, and viewing challenges as opportunities for growth and learning.
Ques:- How do you handle shifting priorities or sudden changes in project requirements
Right Answer:
I handle shifting priorities by staying flexible and open to change. I prioritize tasks based on the new requirements, communicate with my team to ensure everyone is aligned, and adjust my workflow to accommodate the changes while maintaining focus on project goals.
Ques:- Given Data for doing different formats like pivot, and matching the data for another data
Right Answer:
To analyze data for different formats like pivot tables and matching datasets, you should:

1. **Identify Key Variables**: Determine the key fields that will be used for matching and pivoting.
2. **Clean the Data**: Ensure that the data is free from duplicates, errors, and inconsistencies.
3. **Use Pivot Tables**: Create pivot tables to summarize and analyze the data by aggregating values based on categories.
4. **Match Data**: Use functions like VLOOKUP or JOIN operations in SQL to match data from different sources based on the identified key variables.
5. **Validate Results**: Check the accuracy of the matched data and the pivot table outputs to ensure they meet business requirements.
Ques:- WHAT IS WORKING CAPITAL
Right Answer:
Working capital is the difference between a company's current assets and current liabilities, indicating the short-term financial health and operational efficiency of the business.
Ques:- What are the fields used for Project Planning in Ms Project?
Right Answer:
The fields used for Project Planning in MS Project include:

1. Task Name
2. Duration
3. Start Date
4. Finish Date
5. Predecessors
6. Resources
7. Percent Complete
8. Work
9. Cost
10. Milestones
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