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Interview Guides/Swish Analytics
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Swish AnalyticsCompany guide
Updated weekly · Reviewed by the Dataford team

Swish Analytics interview process & guide 2026

Interview difficulty 5.0 / 10Based on 46 interview reports

Everything we know about interviewing at Swish Analytics: what each round tests and compensation by level.

Data ScientistSoftware EngineerFrontend EngineerMachine Learning Engineer
Practice Swish Analytics questions

At a glance

5.0/ 10
Interview difficulty 5.0 / 10
Rated by candidates who reported interviewing here. Harder than 75% of companies we track.
4
Role guides
46
Interview reports
12
Topics tracked
$180k
Median total comp
01 · Difficulty and outcomes

How hard is the Swish Analytics interview?

Aggregated from 46 interview experiences
Difficulty mix
Easy24%
Medium55%
Hard21%
Most loops land in the middle: hard enough to prep for, rarely brutal.
Offer rate
9%about 1 in 11

About 1 in 11 candidates with a known outcome convert.

4 offers across 46 reports with a stated outcome.
Experience sentiment
22%positive
Positive 22%Neutral 15%Negative 63%
02 · Topic breakdown

What Swish Analytics actually tests for

How prominent each skill is across reported loops
100%
React
100%
Machine Learning (predictive modeling)
100%
Python
81%
Feature Engineering
78%
SQL
71%
JavaScript
59%
MySQL
54%
Data Visualization
53%
D3.js
38%
Technical Communication
31%
Debugging
7%
TypeScript
Tested less
Tested more
03 · Role guides

Find the guide for your role

This is your next step: open the guide for the role you are interviewing for. Each one carries the questions Swish Analytics interviewers actually ask that position, the loop structure, and pay by level.

Most reported roles
Data Scientist
$40k-$950k total comp
Real questions · Loop structure · Pay bands
Open the guide
Software Engineer
9 interview reports
Real questions · Loop structure · Pay bands
Open the guide
Frontend Engineer
8 interview reports
Real questions · Loop structure · Pay bands
Open the guide
Showing 4 of 4 role guides
Machine Learning Engineer
$165k-$195k
Open guide
04 · Compensation

What Swish Analytics pays, by level

Estimated total compensation: base salary plus stock and annual cash bonus.

Median $180k
Level$150kTotal comp range$200kTotal
All levels
Base $165k-$195k
$165k-$195k
Ranges blend verified compensation data points. Base + stock + annual bonus shown. Estimates only.
05 · FAQ

Swish Analytics interview FAQ

Answered from real candidate and workplace data
How hard is the Swish Analytics interview?

Candidates most commonly rate Swish Analytics interviews as medium, based on 46 reported interviews. About 9% of candidates who interview go on to receive an offer.

How much does Swish Analytics pay for data roles?

Reported total comp for data roles at Swish Analytics ranges from roughly $165k to $195k per year, varying by level, team, and location.

What topics does Swish Analytics test in interviews?

Swish Analytics interviews most often cover Data Visualization, MySQL, Technical Communication, React, and Feature Engineering. The exact emphasis depends on the specific role you apply for.

What roles can I prepare for at Swish Analytics?

Dataford has interview guides for 4 roles at Swish Analytics, including Data Scientist, Frontend Engineer, Machine Learning Engineer, and Software Engineer.

Is Swish Analytics a good place to work?

Employees rate Swish Analytics 4.9 out of 5 overall, based on aggregated workplace reviews spanning career growth, work-life balance, compensation, culture, and management.

Where is Swish Analytics headquartered?

Swish Analytics is headquartered in San Francisco, CA.

06 · Keep prepping

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Roles at Swish Analytics
Swish Analytics Data ScientistSwish Analytics Frontend EngineerSwish Analytics Machine Learning EngineerSwish Analytics Software EngineerAll 4 roles
Swish Analytics prep plans
Swish Analytics Interview QuestionsSwish Analytics Data Scientist Interview QuestionsSwish Analytics Software Engineer Interview QuestionsSwish Analytics Machine Learning Engineer Interview QuestionsSwish Analytics Frontend Engineer Interview QuestionsAll prep collections
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