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Daksh 2020 - Placement Excellence Program
Best practice of interview preparation
An IIMB NSRCEL & Goldman Sachs Supported Firm
Agenda
1.  What do recruiters look for in candidate during interviews
2.  Different type of interviews
•  Common questions
•  Behavioural
•  Situational
•  Resume based
•  Industry/ functions/ Technical based
•  Case interviews
•  Case analysis & presentation
•  Guesstimates
What do recruiters look for in candidate during interviews?
Talent | Potential
Competence for
the job
What do recruiters look for in candidate during interviews?
Talent | Potential
Achievements |
Projects | Spikes
Competence for
the job
JD | PPTs |
Websites | Mentors
from that company/
industry
Director (Analytics) in a large US based MNC
VP (Analytics) in multiple US based Banks + Indian E Commerce
company
Data Scientist in a large logistics firm
Data Scientist in a large consulting firm
What do recruiters look for in candidate during interviews?
Data driven story
telling
Analytics skills
Visualization
skills
Case studies and
guesstimates
Technical skills &
understanding of
algorithms
Some common questions - TMAY
•  One line of basic detail about you/ broad profile (years of exp, company
you worked in, graduation etc.)
•  Don’t take too much time here
•  Talk about your accomplishments (Academic, Professionals & Personal)
•  Try to prioritize the relevant accomplishments for the company and bring
out some relevant knowledge, skills as required for the job
•  Why you are interested in the job/ role
•  Optional: Close with something which you want recruiter to ask questions
on
Example- TMAY
•  I am Alok having 14 years of experience in Consulting, Start Ups and Power
industries in companies such as PwC, NTPC and my own Ed-Tech start up
GoCrackIt.
•  I have helped my previous organization in saving USD 150 mn in purchase of
imported coal worth Usd 2 bn by doing an innovative contract packaging.
•  I have managed, led and successfully delivered two large Digital Transformation
projects for 2 large clients in Automotive and Real Estate, not only ensured end to
end system driven automation but also achieved millions of dollars for my firm while
leading 20+ consultants
•  I am really excited to apply for this job because….
Some common questions
•  What is your weakness
•  Don’t be evasive
•  Understand which trait has ‘consistently’ impacted your work performance
•  What are you doing to improve and what’s the status
•  Use examples/ stories
•  Why do you want to join this role
•  Tell genuinely how it aligns with your short term/ long term objective
•  Talk about learning opportunities, quality peers etc.
•  You can reuse some relevant facts/ examples mentioned by them in PPT/
website
Behavioral interviews
•  In behavioral interviews, you need to showcase your knowledge,
skills and competencies by giving specific examples from past
experiences
•  Expect questions like "Tell me a time when..." or "Give me an
example of when..."
•  Which types of companies are famous for behavioral interviews?
Behavioral questions examples
•  Tell me about a time when you had to analyze large amount of data
to solve a problem ?
•  Tell me a time when you have to take calculated risk?
•  Tell me a time you have take initiative to solve a problem?
•  Tell me about a time when you took a decision under pressure
•  Tell me about a time when you committed to a team member but
could not live up to their expectations. How did you earn their trust
again?
Behavioral interviews – how to prepare?
•  Create an "Behavioral preparation sheet" in excel and write one line
each of whatever you have done in the past
(Use Amazon 14 principles of leadership as reference)
https://aws.amazon.com/careers/culture/
•  In next column describe each instance in detail using STAR format
Use a structure approach – STAR framework
•  Situation
An event, project or challenged faced
•  Task
Your responsibilities, assignment or objective of the project
•  Action
Steps taken to relieve or rectify the situation
•  Results
Results of action taken. Try to bring out not only specific impacts
but also how it helped the company in their overall business
STAR framework - Example
•  Executive Summary
I completed a very complex SAP logistics development project within 4 days (as
opposed to 10 days) for a large FMCG clients which was entering in UK market despite
working alone as my coworker got some personal emergency.
•  Situation
In my last job, we needed to develop a very complex and urgent logistics development
for a client which was launching its operations in UK. In this situation I had to work
alone as my coworker had a family emergency and needed to miss work for some days.
STAR framework - Example
•  Task
My supervisor instructed me to take on the project alone, and with no
leniency on the deadline, I had few days to complete the project that
originally should have done with two resources.
•  Actions (Bring your skills here)
I negotiated with my boss for a reduction in my weekly goals, allotting
me more time to attack the special project. As far as my weekly goals, I
was able to delegate them out evenly to some of my teammates.
STAR framework - Example
•  Results
With the reduction in my daily goals, I was able to dedicate more time to
the special project. This allowed me to finish it 5 days before time, enable
my client to start the operation as planned and with complete accuracy.
My supervisor appreciated my attitude and drive, and I was given
several more projects after that, along with an eventual promotion and
pay raise.
How to reflect for behavioral points
Dive Deep
Leaders operate at all levels, stay connected to the details, audit frequently, and are skeptical when
metrics and anecdote differ. No task is beneath them.
1. Identify
•  When you
used data
and detailed
analysis to
get to the
root of
problem/
project issue
2. Approach
•  How did you
identify key
metrics for
the given
problem/
project issue
3 Analyze
•  What was
the analysis
done by you
•  What was
the
conclusion
4. Action
•  Based on
insights what
actions you
have taken to
rectify the
problem/
project issue
Behavioral questions: Common mistakes/ issues
•  Choosing a story that is not impactful
•  Choosing a story in which you can not explain your role
•  Poor communication skill
•  Telling a story with too much technicalities
•  Telling a story which is too much detailed (use executive summary,
be crisp, sense check in between)
Situational interviews
•  Like a behavioral interview, during situational interview candidates
are asked specific questions about what may happen on a job.
•  The candidate is asked to assess a situation and to provide solutions
on how he or she would handle it.
Example
•  Your team members not listening to you, what you will you?
Situational interviews – How to prepare
•  Try to come up with a similar situation in the past and answer it like
a behavioral question
Situational questions – Examples
•  What you will do if your team members are not listening to you?
•  How do you deal with an unsatisfied customer?
•  What you will do if your team is not able to take decisions?
Situational questions: Common mistakes/ issues
•  Not using logic/ facts/ data/ examples
•  Giving up too early
Resume based interviews
•  Be very thorough about your resume
•  Not knowing any point written in resume in great detail is strict no-
no
•  If you have done lot of job shifts, be ready to answer that
•  If you have shown poor academics, be ready to defend that
•  If you have travelled across countries/ geographies etc. , be ready to
talk about the difference in culture etc.
•  Be prepared with all the details in a structured format
Resume based questions - Example
•  You have saved xyz mn in this project, this seems unbelievable can
you explain?
•  You have worked in this project tell me some of the learning from
this project?
•  You have worked in this algo/ model how you can use that in our
case
Industry/ function/ technical knowledge based interviews
•  Algorithms/ models , their use cases
•  Industry structure, KSF, key players, new trends, disruptions,
future potential
•  Knowledge of company/ its products etc.
•  Understanding of function and its theoretical/ practical aspects
•  Knowing current trends, future projections etc.
Questions related to emerging technology domain
•  Use cases
•  Benefits
•  Business case (RoI)
•  Risks
•  What companies are doing to convince clients to adopt emerging
technology
Interviews around MBA courses / Value add from MBA
•  At least be ready with two subjects fully
•  Know all the important frameworks 5S, 4P, BCG matrix, Porter's
etc.
•  For preparing for value add from MBA type of question, use your
Behavioral preparation sheet, in which add one more column and
write how you will do it differently post MBA
What is a case
Source: McKinsey Deck
An approach to solve case
Source: McKinsey Deck
Example
•  A book store wants to start its operation in your college, it wants to
derive the price range for its books, how would you approach it?
•  What numbers you require
•  What approach you will follow
•  What kind of analysis you will do
•  Conclusions
Case interview: Common mistakes/ issues
•  Not listening the question properly
•  Not clarifying
•  Directly jumping to the solution
•  Not laying down your approach
•  Not asking key questions or asking irrelevant questions
•  Not thinking aloud
•  Not taking interviewers’ hint
•  Not doing data driven analysis
•  Not concluding properly (or concluding without confidence)
Guesstimates
•  How many 4 wheelers are their in Ahmedabad?
Guesstimate
Logical	
Thinking	
Calculations	
Educated	
approximati
-ons	
Problem	solving		
Logical,	Structural	Thinking	
Approach	more	important
Basic steps
§ Understand the question. Ask Questions (Clarify)
§ Take time to think (Ask for time)
§ Devise an approach. Structure you solution
§ Ideally think two steps ahead
§ State you assumptions/approximations
§ Put pen to paper, show the calculations
§ Conclude
What should be kept in mind for virtual interviews?
Clear
communication
skills
Engaging
conversation
Back up plan for
network issues
Keep all you
projects/ proofs
handy and in soft
copies
What if you are not prepared/ sure of answer
Clarify
What is the type
of question
Use your
previous
experience, if any
Be structured
and logical
What are the themes under Covid-19
Ed-TechFin Tech Insurance
Pharma
E-Commerce in
general
What are the themes under Covid-19
Operations/
Automation
Digital sales &
marketing
Cyber security
Cloud
E-Commerce in
general
How to negotiate
Did you able to
demonstrate that
What value you
are bringing to
the table
Medium term/ long term goal
Check the profile
of alumni of
company
Be realistic
Summary
•  Read up a lot of JDs, make notes of what is the requirement of the
company: Knowledge, skills, key words etc.
•  Understand how you can uniquely bring the impact
•  Prepare all behavioral answers, resume points in STAR framework
•  Read up all the famous algorithms, model, concepts
•  Read up emerging technologies: Use cases, benefits, RoI, Risks, how
different companies are adopting/ convincing to adopt
•  Practice case studies and guesstimates
•  In general do a lot of practice, practice, practice
Interview Preparation

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Interview Preparation

  • 1. Daksh 2020 - Placement Excellence Program Best practice of interview preparation An IIMB NSRCEL & Goldman Sachs Supported Firm
  • 2. Agenda 1.  What do recruiters look for in candidate during interviews 2.  Different type of interviews •  Common questions •  Behavioural •  Situational •  Resume based •  Industry/ functions/ Technical based •  Case interviews •  Case analysis & presentation •  Guesstimates
  • 3. What do recruiters look for in candidate during interviews? Talent | Potential Competence for the job
  • 4. What do recruiters look for in candidate during interviews? Talent | Potential Achievements | Projects | Spikes Competence for the job JD | PPTs | Websites | Mentors from that company/ industry
  • 5. Director (Analytics) in a large US based MNC
  • 6. VP (Analytics) in multiple US based Banks + Indian E Commerce company
  • 7. Data Scientist in a large logistics firm
  • 8. Data Scientist in a large consulting firm
  • 9. What do recruiters look for in candidate during interviews? Data driven story telling Analytics skills Visualization skills Case studies and guesstimates Technical skills & understanding of algorithms
  • 10. Some common questions - TMAY •  One line of basic detail about you/ broad profile (years of exp, company you worked in, graduation etc.) •  Don’t take too much time here •  Talk about your accomplishments (Academic, Professionals & Personal) •  Try to prioritize the relevant accomplishments for the company and bring out some relevant knowledge, skills as required for the job •  Why you are interested in the job/ role •  Optional: Close with something which you want recruiter to ask questions on
  • 11. Example- TMAY •  I am Alok having 14 years of experience in Consulting, Start Ups and Power industries in companies such as PwC, NTPC and my own Ed-Tech start up GoCrackIt. •  I have helped my previous organization in saving USD 150 mn in purchase of imported coal worth Usd 2 bn by doing an innovative contract packaging. •  I have managed, led and successfully delivered two large Digital Transformation projects for 2 large clients in Automotive and Real Estate, not only ensured end to end system driven automation but also achieved millions of dollars for my firm while leading 20+ consultants •  I am really excited to apply for this job because….
  • 12. Some common questions •  What is your weakness •  Don’t be evasive •  Understand which trait has ‘consistently’ impacted your work performance •  What are you doing to improve and what’s the status •  Use examples/ stories •  Why do you want to join this role •  Tell genuinely how it aligns with your short term/ long term objective •  Talk about learning opportunities, quality peers etc. •  You can reuse some relevant facts/ examples mentioned by them in PPT/ website
  • 13. Behavioral interviews •  In behavioral interviews, you need to showcase your knowledge, skills and competencies by giving specific examples from past experiences •  Expect questions like "Tell me a time when..." or "Give me an example of when..." •  Which types of companies are famous for behavioral interviews?
  • 14. Behavioral questions examples •  Tell me about a time when you had to analyze large amount of data to solve a problem ? •  Tell me a time when you have to take calculated risk? •  Tell me a time you have take initiative to solve a problem? •  Tell me about a time when you took a decision under pressure •  Tell me about a time when you committed to a team member but could not live up to their expectations. How did you earn their trust again?
  • 15. Behavioral interviews – how to prepare? •  Create an "Behavioral preparation sheet" in excel and write one line each of whatever you have done in the past (Use Amazon 14 principles of leadership as reference) https://aws.amazon.com/careers/culture/ •  In next column describe each instance in detail using STAR format
  • 16. Use a structure approach – STAR framework •  Situation An event, project or challenged faced •  Task Your responsibilities, assignment or objective of the project •  Action Steps taken to relieve or rectify the situation •  Results Results of action taken. Try to bring out not only specific impacts but also how it helped the company in their overall business
  • 17. STAR framework - Example •  Executive Summary I completed a very complex SAP logistics development project within 4 days (as opposed to 10 days) for a large FMCG clients which was entering in UK market despite working alone as my coworker got some personal emergency. •  Situation In my last job, we needed to develop a very complex and urgent logistics development for a client which was launching its operations in UK. In this situation I had to work alone as my coworker had a family emergency and needed to miss work for some days.
  • 18. STAR framework - Example •  Task My supervisor instructed me to take on the project alone, and with no leniency on the deadline, I had few days to complete the project that originally should have done with two resources. •  Actions (Bring your skills here) I negotiated with my boss for a reduction in my weekly goals, allotting me more time to attack the special project. As far as my weekly goals, I was able to delegate them out evenly to some of my teammates.
  • 19. STAR framework - Example •  Results With the reduction in my daily goals, I was able to dedicate more time to the special project. This allowed me to finish it 5 days before time, enable my client to start the operation as planned and with complete accuracy. My supervisor appreciated my attitude and drive, and I was given several more projects after that, along with an eventual promotion and pay raise.
  • 20. How to reflect for behavioral points Dive Deep Leaders operate at all levels, stay connected to the details, audit frequently, and are skeptical when metrics and anecdote differ. No task is beneath them. 1. Identify •  When you used data and detailed analysis to get to the root of problem/ project issue 2. Approach •  How did you identify key metrics for the given problem/ project issue 3 Analyze •  What was the analysis done by you •  What was the conclusion 4. Action •  Based on insights what actions you have taken to rectify the problem/ project issue
  • 21. Behavioral questions: Common mistakes/ issues •  Choosing a story that is not impactful •  Choosing a story in which you can not explain your role •  Poor communication skill •  Telling a story with too much technicalities •  Telling a story which is too much detailed (use executive summary, be crisp, sense check in between)
  • 22. Situational interviews •  Like a behavioral interview, during situational interview candidates are asked specific questions about what may happen on a job. •  The candidate is asked to assess a situation and to provide solutions on how he or she would handle it.
  • 23. Example •  Your team members not listening to you, what you will you?
  • 24. Situational interviews – How to prepare •  Try to come up with a similar situation in the past and answer it like a behavioral question
  • 25. Situational questions – Examples •  What you will do if your team members are not listening to you? •  How do you deal with an unsatisfied customer? •  What you will do if your team is not able to take decisions?
  • 26. Situational questions: Common mistakes/ issues •  Not using logic/ facts/ data/ examples •  Giving up too early
  • 27. Resume based interviews •  Be very thorough about your resume •  Not knowing any point written in resume in great detail is strict no- no •  If you have done lot of job shifts, be ready to answer that •  If you have shown poor academics, be ready to defend that •  If you have travelled across countries/ geographies etc. , be ready to talk about the difference in culture etc. •  Be prepared with all the details in a structured format
  • 28. Resume based questions - Example •  You have saved xyz mn in this project, this seems unbelievable can you explain? •  You have worked in this project tell me some of the learning from this project? •  You have worked in this algo/ model how you can use that in our case
  • 29. Industry/ function/ technical knowledge based interviews •  Algorithms/ models , their use cases •  Industry structure, KSF, key players, new trends, disruptions, future potential •  Knowledge of company/ its products etc. •  Understanding of function and its theoretical/ practical aspects •  Knowing current trends, future projections etc.
  • 30. Questions related to emerging technology domain •  Use cases •  Benefits •  Business case (RoI) •  Risks •  What companies are doing to convince clients to adopt emerging technology
  • 31. Interviews around MBA courses / Value add from MBA •  At least be ready with two subjects fully •  Know all the important frameworks 5S, 4P, BCG matrix, Porter's etc. •  For preparing for value add from MBA type of question, use your Behavioral preparation sheet, in which add one more column and write how you will do it differently post MBA
  • 32. What is a case Source: McKinsey Deck
  • 33. An approach to solve case Source: McKinsey Deck
  • 34. Example •  A book store wants to start its operation in your college, it wants to derive the price range for its books, how would you approach it? •  What numbers you require •  What approach you will follow •  What kind of analysis you will do •  Conclusions
  • 35. Case interview: Common mistakes/ issues •  Not listening the question properly •  Not clarifying •  Directly jumping to the solution •  Not laying down your approach •  Not asking key questions or asking irrelevant questions •  Not thinking aloud •  Not taking interviewers’ hint •  Not doing data driven analysis •  Not concluding properly (or concluding without confidence)
  • 36. Guesstimates •  How many 4 wheelers are their in Ahmedabad?
  • 38. Basic steps § Understand the question. Ask Questions (Clarify) § Take time to think (Ask for time) § Devise an approach. Structure you solution § Ideally think two steps ahead § State you assumptions/approximations § Put pen to paper, show the calculations § Conclude
  • 39. What should be kept in mind for virtual interviews? Clear communication skills Engaging conversation Back up plan for network issues Keep all you projects/ proofs handy and in soft copies
  • 40. What if you are not prepared/ sure of answer Clarify What is the type of question Use your previous experience, if any Be structured and logical
  • 41. What are the themes under Covid-19 Ed-TechFin Tech Insurance Pharma E-Commerce in general
  • 42. What are the themes under Covid-19 Operations/ Automation Digital sales & marketing Cyber security Cloud E-Commerce in general
  • 43. How to negotiate Did you able to demonstrate that What value you are bringing to the table
  • 44. Medium term/ long term goal Check the profile of alumni of company Be realistic
  • 45. Summary •  Read up a lot of JDs, make notes of what is the requirement of the company: Knowledge, skills, key words etc. •  Understand how you can uniquely bring the impact •  Prepare all behavioral answers, resume points in STAR framework •  Read up all the famous algorithms, model, concepts •  Read up emerging technologies: Use cases, benefits, RoI, Risks, how different companies are adopting/ convincing to adopt •  Practice case studies and guesstimates •  In general do a lot of practice, practice, practice