Gallup Associate Consultant Interview Questions and Answers

Q1. Explain Machine learning lifecycle and what are the deployment options?
Ans. 
Machine learning lifecycle involves data collection, model training, evaluation, and deployment. Deployment options include cloud, on-premise, and edge computing.
• Machine learning lifecycle stages: data collection, data preprocessing, model training, model evaluation, model deployment

• Deployment options: cloud (e.g. AWS, Azure), on-premise servers, edge computing devices (e.g. IoT devices)

• Deployment considerations: scala...read more
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Q2. Questions on NLP covering text preprocessing, word embeddings, sequence based models, RAG workflow.
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Q1. What are the frameworks we can use to train machine learning models?
Ans. 
Frameworks for training machine learning models
• TensorFlow

• PyTorch

• Scikit-learn

• Keras

• MXNet
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Q2. What is your current and expected salary?
Ans. 
I am currently earning $60,000 per year and I am looking for a salary in the range of $70,000 to $80,000 for this position.
• Current salary: $60,000 per year

• Expected salary range: $70,000 - $80,000 per year
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The assignment is not very challenging

Q1. Where do you see yourself in next 5 years
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Q2. What is SWOT analysis
Ans. 
SWOT analysis is a strategic planning tool used to identify Strengths, Weaknesses, Opportunities, and Threats of a business or project.
• Strengths: internal factors that give an advantage (e.g. strong brand reputation)

• Weaknesses: internal factors that may hinder success (e.g. limited resources)

• Opportunities: external factors that could be beneficial (e.g. new market trends)

• Threats: external factors that could cause troub
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Mostly puzzles with some aptitude question

Pharma case study with multiple sql questions

Q1. Tell me something about you
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Q2. Guesstimate
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Quite easy for the cs based students

Q1. Easy but need to answer creatively for every question
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Q2. Tell me about yourself
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Q1. What should be the age for interview?
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Q2. How to earn money
Ans. 
Earn money by working, investing, starting a business, or providing services.
• Work a job or freelance to earn a salary or hourly wage

• Invest in stocks, real estate, or other assets to generate passive income

• Start a business and sell products or services to make a profit

• Provide services such as tutoring, consulting, or freelancing for a fee
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Q3. What work needs to be done
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Q1. Varous puzzles asked
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Q2. Guesstimates and case studies
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Basic aptitude , english and reasoning questions.

Q1. Introduction and everything in resume
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Q2. Deep academic Project discussion
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Q1. Explained about salary structure
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Q2. Where do see yourself in upcoming years
Ans. 
I see myself advancing to a Senior Consultant role within the company, taking on more responsibilities and leading projects.
• Continuing to develop my skills and expertise in the industry

• Building strong relationships with clients and colleagues

• Taking on leadership roles in projects and teams

• Contributing to the growth and success of the company

• Possibly pursuing further education or certifications to enhance my knowledge
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