Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started
Interview Guides/Hays
Hays logo
HaysCompany guide
Updated weekly · Reviewed by the Dataford team

Hays interview process & guide 2026

Interview difficulty 4.5 / 10Based on 500 interview reports

Everything we know about interviewing at Hays: the process stage by stage, what each round tests, compensation by level, and reports from candidates who interviewed.

ConsultantAccount ExecutiveSoftware EngineerFinancial AnalystProject ManagerBusiness Analyst
Practice Hays questionsSee the process

At a glance

4.5/ 10
Interview difficulty 4.5 / 10
Rated by candidates who reported interviewing here. Harder than 40% of companies we track.
13
Role guides
500
Interview reports
12
Topics tracked
$433k
Median total comp
4 rounds
  1. 1
    Initial Screening with Talent Acquisition or Recruiter
  2. 2
    Technical Assessment and/or Technical Interview
  3. 3
    Behavioral and Competency-Based Interviews
  4. 4
    Assessment Centre and/or Hiring Manager and Final Interviews
01 · Overview

Interviewing at Hays

At Hays, your interview loop is a mix of recruiter or talent acquisition screening and deeper conversations with hiring managers, with structured scenario work showing up in multiple versions. Candidate reports describe processes that are generally organized and approachable in some cases, but also note coordination issues, rushed pacing, and gaps in post-interview feedback in others.

The topics list shows what they test when the process turns technical or analytical. SQL and Python are prominent, as are GCP and Deep Learning, plus communication skills, requirements gathering, presentation skills, stakeholder management, and feature engineering. The inclusion of BigQuery, PyTorch, data transformation, UAT, and Docker suggests you could see a mix of data engineering and applied machine learning framing depending on the role.

From the reported steps and candidate reports, you should expect multiple stages that progressively validate both communication and role readiness, including potential assessment-centre style evaluation and role-play or simulation elements. The aggregated candidate data we have shows an offer rate of 0.0% in the reports, so you should treat these interviews as an evaluation of fit and execution quality rather than something that reliably leads to an offer.

Good to know

The single most useful non-obvious fact: many reported processes include structured, scenario-heavy components like assessment centre steps and role-play style exercises, so you are not just being asked about your background, you are being assessed on how you perform under realistic, client-facing or simulation constraints.

02 · Difficulty and outcomes

How hard is the Hays interview?

Aggregated from 500 interview experiences
Difficulty mix
Easy32%
Medium57%
Hard11%
Most loops land in the middle: hard enough to prep for, rarely brutal.
Offer rate
52%about 1 in 2

About 1 in 2 candidates with a known outcome convert.

259 offers across 500 reports with a stated outcome.
Experience sentiment
63%positive
Positive 63%Neutral 18%Negative 19%
Reports by year
10
156
146
147
41
20222023202420252026
By interview date. The current year is partial.
03 · The loop

The interview process, end to end

4 rounds · based on 500 candidate reports
  1. 1
    Initial Screening with Talent Acquisition or Recruiter

    You meet a talent acquisition specialist or recruiter to discuss your background, motivations, and fit for the role. Candidate reports describe a professional, supportive tone in some cases, and also mention that poor pacing or rushed conversations can hurt your experience.

    10-30 min (phone screening reported), otherwise varies · communication skills · candidate fit · motivation
  2. 2
    Technical Assessment and/or Technical Interview

    You may complete technical evaluations or have one or more interviews with technical team members. The topics set points to SQL and Python, plus possible cloud and ML related content such as GCP, Deep Learning, PyTorch, feature engineering, and data transformation, along with role-specific items like BigQuery or UAT.

    varies by role and stage count · SQL · Python · cloud and ML concepts
  3. 3
    Behavioral and Competency-Based Interviews

    You discuss your experiences, thought process, and decision-making in behavioral formats. One competency-based interview is specifically described as structured with targeted questions about past experiences, and communication and presentation readiness are also present in the overall topics.

    behavioral competencies · decision-making · communication skills
  4. 4
    Assessment Centre and/or Hiring Manager and Final Interviews

    Some roles include an assessment centre and structured group or role-play simulations, plus interviews with team members and leadership. Candidate reports for Consultant roles describe role-play and assessment-centre style steps, often with time pressure and emphasis on client-facing selling or scenario performance. Final interviews are described as concluding discussions that can include culture, collaboration, and team or project alignment, sometimes with a hiring manager deeper dive.

    collaboration · presentation skills · scenario execution
04 · Topic breakdown

What Hays actually tests for

How prominent each skill is across reported loops
97%
Python
92%
Google Cloud Platform (GCP)
87%
Deep Learning
87%
Stakeholder Management
87%
Communication Skills
84%
Presentation Skills
82%
SQL
77%
Feature Engineering
76%
PyTorch
71%
Requirements Gathering
61%
BigQuery
54%
Docker
Tested less
Tested more
05 · 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 Hays interviewers actually ask that position, the loop structure, and pay by level.

Most reported roles
Consultant
$64k-$87k total comp
Real questions · Loop structure · Pay bands
Open the guide
Account Executive
30 interview reports
Real questions · Loop structure · Pay bands
Open the guide
Software Engineer
$79k-$149k total comp
Real questions · Loop structure · Pay bands
Open the guide
Showing 12 of 13 role guides
Business Analyst
$40k-$850k
Open guide
Data Analyst
$40k-$977k
Open guide
Data Engineer
$41k-$930k
Open guide
Data Scientist
$40k-$950k
Open guide
Financial Analyst
Questions and loop structure
Open guide
Machine Learning Engineer
$41k-$641k
Open guide
Marketing Analytics Specialist
Questions and loop structure
Open guide
Product Manager
$40k-$800k
Open guide
Project Manager
$135k-$160k
Open guide

Real interview experiences

What candidates said about the loop, difficulty, and outcomes, straight from recent reports for these roles.

Consultant
06 · Compensation

What Hays pays, by level

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

Median $433k
Level$0kTotal comp range$1000kTotal
All levels
Base $40k-$977k
$40k-$977k
Ranges blend verified compensation data points. Base + stock + annual bonus shown. Estimates only.
07 · Insider tips

What separates offers from rejections

Patterns from candidates who got offers, and the mistakes that most often sink a loop.

Do this

  • Prepare to translate experience into decision-making and communication. Behavioral and competency-style interviews are explicitly part of the loop, so have concrete examples of what you decided, why, and how you communicated it.
  • Be ready for technical discussions that combine coding and cloud or ML concepts. The topic set highlights SQL, Python, GCP, Deep Learning, PyTorch, and feature engineering, so align your examples to those areas where applicable.
  • If you get an assessment centre or role-play, prioritize clarity under time pressure. Reports repeatedly describe high-pressure simulation formats where pacing and on-your-feet thinking matter.
  • After each stage, follow up promptly if timelines slip, and keep your messaging concise. Candidate reports repeatedly mention that slow or missing feedback hurt the experience, so you should manage communication actively.

Avoid this

  • Do not rely on interviews being purely conversational or purely CV-based. Reports show that role-play or simulation can dominate certain stages, and technical focus can appear even when an interview starts as an introduction.
  • Do not assume scheduling and instructions will be perfect. Some reports describe calendar invites without clear details and coordination gaps, so confirm logistics and what to prepare before each session.
  • Do not under-prepare for presentation and stakeholder communication. Presentation skills and stakeholder management are both listed as prominent topics, so practice explaining your approach, tradeoffs, and outcomes.
  • Do not ignore the requirements-gathering angle. Requirements gathering is a prominent technical skill topic, so avoid pitching solutions without first clarifying the problem and constraints.
08 · FAQ

Hays interview FAQ

Answered from real candidate and workplace data
How hard is the interview process here?

Across 500 candidate reports, the difficulty distribution is 31.7% easy, 56.9% medium, 11.0% hard, and 0.4% very hard. This suggests you should prepare for mostly medium difficulty with some hard components, often tied to technical capability and scenario performance.

What is the offer rate?

In the candidate reports provided, the offer rate is 0.0%. The data we have does not explain why, but you should assume your goal is to demonstrate fit and execution across stages rather than expecting offers to be common.

How long does the process take?

Timelines are described only in broad terms in the reports. One report mentions about a week to a couple of rounds, while others describe a few weeks or an end-to-end timeline that can reach many rounds. The aggregated step list also suggests multiple stages, from screening through final interviews.

What should I prioritize studying based on the topics they ask?

From the extracted question data, prioritize SQL and Python first, then GCP and communication skills. Deep Learning, requirements gathering, presentation skills, and feature engineering are also highly prominent, followed by PyTorch, data transformation, BigQuery, UAT, stakeholder management, and Docker.

Will I get a technical interview or just behavioral questions?

Both appear in the step list. You can see Technical Assessments and Technical Interviews in some roles, plus Behavioral Interviews and a Competency-Based Interview. Reports also describe technical questioning showing up after an initial introduction in some versions.

Can I re-apply if I don’t get an offer?

The provided data does not say anything about re-application or cooldown periods. If you want to know the policy, you would need to confirm it directly with the recruiter or hiring team.

09 · In their words

What people say about Hays

Verbatim snippets from employee and candidate reviews
“The welcoming culture and excellent training have empowered me to connect with candidates and clients while growing my network and expertise.”
Consultant5.0
“Hays is a great starting point for a recruitment career.”
Consultant4.0
“The fast-paced environment can make employees feel like just a number.”
Consultant4.0
“New recruits should be prepared for a busy atmosphere that may feel impersonal.”
Consultant4.0
“While Hays offers a solid foundation for recruitment, it can feel detached.”
Consultant4.0
“The training provided is exceptional, fostering an inclusive atmosphere that supports career progression.”
Consultant5.0
10 · Keep prepping

Related company guides

Companies that hire for the same data roles
TEKsystems21 guidesAndela20 guidesAndela Products20 guidesLlc.20 guidesArtech19 guidesBoston Staffing18 guides
On this page0% read
OverviewHow hard is it?The interview processWhat Hays evaluatesQuestions and role guidesCompensation by levelInsider tipsFAQWhat people sayRelated guides
Prep for Hays with a plan

A day by day plan built from this guide, with the questions Hays actually asks.

Build my plan

Ready for your Hays interview?

Practice the exact questions from this guide with AI feedback, and walk into your loop knowing what to expect.

Start practicing freeView pricing
Keep exploring

Browse every guide, role and company

Roles at Hays
Hays Account ExecutiveHays Business AnalystHays ConsultantHays Data AnalystHays Data EngineerAll 13 roles
Hays prep plans
Hays Interview QuestionsHays Data Analyst Interview QuestionsHays Business Analyst Interview QuestionsHays Data Scientist Interview QuestionsHays Project Manager Interview QuestionsHays Software Engineer Interview QuestionsHays Data Engineer Interview QuestionsHays Consultant Interview QuestionsAll prep collections
Other companies
TEKsystems interview questionsAndela interview questionsAndela Products interview questionsLlc. interview questionsArtech interview questionsBrowse all companies
Keep exploring
All interview guidesPractice questionsBrowse companies