JPMorgan Chase Quantitative Analyst Interview Guide

The short answer: JPMorgan Chase hires quant analysts into Quantitative Research (QR), which current Markets postings call Quantitative Trading & Research (QTR), and into Quant Modeling roles that build or validate risk models. JPMorgan Chase says the process differs by position and that you meet several people over multiple rounds. Its student interview page describes a recorded video interview, plus coding challenges or an online technical assessment for technical roles, before a final round of behavioral, technical and situational questions. Candidate reports from quant interns add a live math and coding interview and a Superday on probability, statistics, coding, regression and resume projects. Last reviewed October 2026.

JPMorgan Chase quantitative analyst interview: quick answers

The JPMorgan Chase quantitative analyst role

What JPMorgan Chase quantitative analysts work on, the skills its job postings ask for, and what a week can look like. JPMorgan Chase posts the role as Quantitative Research (QR), Quantitative Trading & Research (QTR) and Quant Modeling.

JPMorgan Chase quantitative analyst levels and pay

Your level sets the bar you are interviewed against and the pay band of the offer.

JPMorgan Chase uses corporate titles from Analyst through Associate, Senior Associate and Vice President to Executive Director. Analyst and Associate are also the campus entry titles. The pay table lists postings by title.

Pay in JPMorgan Chase's US job postings

JPMorgan Chase lists a base pay range on its US postings. Every experienced-hire posting read also mentions discretionary incentive compensation and possible equity.

The Quantitative Research [Multiple Positions Available] posting is written in labor-certification style, with an exact degree and years of experience, so its requirements may be narrower than a typical opening. Wholesale Credit QR in Plano shows no range, and summer internship pay is not included. Ranges seen October 29, 2026.

JPMorgan Chase quantitative analyst interview process

The application and video steps follow JPMorgan Chase's own hiring pages, including an archived July 2025 student interview page. The live technical interview and the content of the final round come from candidate reports, which are few for US QR roles.

Based on JPMorgan Chase's own pages and candidate reports.

JPMorgan Chase does not publish a timeline or how offers are decided. Candidate reports disagree on length: a 2021 New York report took three to four months, and campus reports from India describe an online test followed by four or five technical rounds and an HR round. Last reviewed October 2026.

What is different at JPMorgan Chase

• The titles are Quantitative Research and its newer Markets name, Quantitative Trading & Research. Campus program titles still say Quantitative Research - Markets, while current Markets postings say QTR, and the Summer Analyst posting places interns in the QTR Markets team. Quant Modeling titles sit on the risk side, for example in Model Risk Governance Review.
• A "quant" title does not always mean quant finance. The Quantitative Analytics [Multiple Positions Available] posting in Plano is marketing and business analytics work with Tableau dashboards, SQL and experiments, and other US Quant Analytics titles sit in card, marketing and business analytics teams. This guide covers QR, QTR and Quant Modeling only.
• QR spans the front office and risk, and the interview depth follows the team. Markets QR prices, hedges and trades products and does alpha research. Risk and Treasury QR builds credit models for CCAR and CECL. Model Risk Governance Review validates models such as counterparty credit risk and margining models.
• The recorded video interview has published rules. JPMorgan Chase says you get unlimited practice before recording and one re-record per answer, and your responses stay valid for 6 months and may be reused for similar roles. It also says many assessments cannot be retaken for a set period.
• Communication is part of the bar. The QR program page says candidates should be able to present findings to a non-technical audience, and JPMorgan Chase's sample interview questions cover teamwork, analytical skills, drive for results and presentation skills.
• JPMorgan Chase does not publish a rule on AI use in interviews; ask your recruiter. Some QTR teams apply AI, machine learning and LLMs to business problems, so expect to discuss them as topics.

JPMorgan Chase quantitative analyst interview questions

Questions from our bank, then practice prompts we wrote for this guide around JPMorgan Chase's work.

1import math
2
3def psi(expected, actual, edges):
4    """Return (value, label) for the population stability index."""
5    pass

1import bisect
2import math
3
4def psi(expected, actual, edges, eps=1e-4):
5    if not expected or not actual:
6        raise ValueError('both samples must be non-empty')
7    if any(b <= a for a, b in zip(edges, edges[1:])):
8        raise ValueError('edges must be strictly increasing')
9
10    def shares(xs):
11        counts = [0] * (len(edges) + 1)
12        for x in xs:
13            counts[bisect.bisect_right(edges, x)] += 1
14        return [max(c / len(xs), eps) for c in counts]
15
16    e, a = shares(expected), shares(actual)
17    value = round(sum((ai - ei) * math.log(ai / ei) for ei, ai in zip(e, a)), 4)
18    label = 'stable' if value < 0.1 else 'monitor' if value < 0.25 else 'investigate'
19    return value, label
20
21# Complexity: O((n + m) log b) time for samples of size n and m and b bins, O(b) space.

How to prepare

A plan for the JPMorgan Chase loop, most important first:

1. Find out which QR track you are interviewing for, Markets, Risk and Treasury or Asset Management, and match your prep to its postings.
2. For Markets roles, review no-arbitrage pricing, stochastic calculus, Monte Carlo and model calibration; for risk roles, review GLMs, logistic regression and time series.
3. Drill probability and statistics questions out loud, since candidate reports put them in every live round.
4. Practice coding in Python or C++ with tests, including recorded coding tasks, for the challenges after the video interview.
5. Rehearse explaining a model and its limits to a non-technical listener, which the QR program page asks for.
6. Prepare behavioral stories on teamwork, analytical skills, drive for results and presentation, the themes JPMorgan Chase lists.

Practice path

Courses that cover the rounds above:

• Financial Mathematics
• Probability for Quant Interviews
• Applied Statistics
• Advanced Statistics
• Time Series Forecasting