What shows up most at Ibm
These are the question clusters that appear most often in the raw records and should shape how candidates allocate prep time.
SQL and data manipulation
5 mentionsFocus on query writing, joins, aggregations, and Python/pandas-style data manipulation tasks, often appearing in the OA.
Statistics and experimentation
4 mentionsProbability, statistics, and A/B testing questions test analytical rigor and are common in both OA and technical interviews.
Modeling and ML signal
4 mentionsModeling, feature design, and practical ML trade-offs appear frequently and evaluate applied data science thinking.
Where Ibm puts the most pressure
The stage distribution tells candidates where the loop concentrates effort and what kind of reasoning tends to matter most in each round.
Online Assessment
7 recordsOA heavily tests SQL, Python coding, and data manipulation, usually with short timed exercises requiring practical solutions.
Technical Interview
3 recordsTechnical interviews explore modeling decisions, explaining results, and behavioral responses under stress.
Outcome mix
What Ibm usually signals
Representative questions from the visible record set
These examples help users understand the concrete question flavor without dumping the entire raw database into the public page.
What can be done to reduce cart abandonment rate for an e-commerce client?
How do you explain your model to non-technical people?
How do you work under stress?
Programming Question: Server Request Handle.
Logistics Regression coding.
SQL: Given a student scores table (ID; Name; Score), output the 213th highest score.
How to prepare for Ibm
The prep layer should stay practical: what to review, which interview themes recur, and how GhostInterview fits the live round instead of just prep week.
Prep focus
Use GhostInterview during the actual interview
GhostInterview is not just for prep. Use it during live interview loops and follow-up pressure while the conversation is still happening. On supported platforms, the overlay is designed to stay hidden on screen share.
Related Interview themes
These are the recurring interview themes worth reviewing before a similar loop.
SQL
SQL is frequently used in IBM DS OA and tests practical data querying skills critical for the role.
Data Manipulation
Data manipulation exercises assess candidates’ ability to clean, aggregate, and transform datasets effectively.
Python
Python coding tests evaluate both algorithmic thinking and ability to implement data analysis workflows.
Open representative Ibm records
This public page summarizes the pattern. The database is where users inspect the actual record detail, stage context, and full write-up.
2025(Jul - Sep) · Online Assessment · Pending
ibm online assessment record for a Data Scientist role that ended in pending. Online Assessment record for ibm for a Data Scientist role. Associate DS intern, applied an…
Open in leaked questionsIBM 2026 Summer DS Intern OA + Phone Screen + Final Interview Pass Experience2025(Oct - Dec) · Technical Interview · Offer
ibm technical interview record for a Data Scientist role that ended in offer. Technical Interview record for ibm for a Data Scientist role. 新人～～
Open in leaked questionsIBM Associate DS OA2025(Oct - Dec) · Online Assessment · Pending
ibm online assessment record for a Data Scientist role that ended in pending. Online Assessment record for ibm for a Data Scientist role. Hackerrank's questions, after c…
Open in leaked questionsRelated GhostInterview pages
FAQ
What types of questions are most common in IBM DS interviews?
Candidates typically encounter SQL, Python data manipulation, statistics, experimentation, and modeling questions.
Which stage is considered most important for passing?
Online Assessment is dominant, often determining whether candidates progress to technical interviews.
How technical are the modeling questions?
They focus on practical ML trade-offs, feature design, and translating models for non-technical audiences.
Are behavioral questions included?
Yes, particularly stress management and communication of technical decisions appear in technical interviews.
Can GhostInterview help during the actual Ibm interview?
Yes. Use GhostInterview during live coding rounds, system design discussion, and follow-up pressure while the interview is happening. On supported platforms, the overlay is designed to stay hidden on screen share.