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AI & DataIreland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines · 2026

Data Scientist vs Data Analyst: Ireland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines Salary & Career Benchmarks

For tech professionals deciding between these two career paths, negotiating between competing offers, or planning a role transition. Side-by-side median salaries, pay ranges, year-on-year growth, skills that boost pay, remote flexibility, and career path differences across Ireland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines in 2026.

Pays more (median)

Data Scientist

by €28K at mid-level

Higher demand

Similar

High vs High

More remote-friendly

Data Scientist

72% vs 70%

Data Scientist vs Data Analyst Salary in Ireland

↑ Higher median

Data Scientist

€88K

Median salary · 2026

€88K
€52K€114K
€64K€95K (P25–P75)+8.7%

Data Analyst

€60K

Median salary · 2026

€60K
€43K€90K
€54K€77K (P25–P75)-1.6%
Metric
Data Scientist
Data Analyst
Diff
Median Salary
€88K
€60K
+€28K
Lower Range (P25)
€64K
€54K
+€10K
Upper Range (P75)
€95K
€77K
+€18K
Top of Market
€114K
€90K
+€24K
YoY Pay Growth
+8.7%
-1.6%
Demand Level
High
High
Top Skill Boost
PyTorch / TensorFlow+17%
Python (pandas, plotly)+14%
Remote Flexibility
72%
70%
Typical Level
Mid to Senior
Junior to Mid
Data Confidence
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.

Data Scientist vs Data Analyst Salary in UK

↑ Higher median

Data Scientist

£83K

Median salary · 2026

£83K
£50K£120K
£76K£89K (P25–P75)No data

Data Analyst

£46K

Median salary · 2026

£46K
£32K£90K
£45K£60K (P25–P75)No data
Metric
Data Scientist
Data Analyst
Diff
Median Salary
£83K
£46K
+£37K
Lower Range (P25)
£76K
£45K
+£31K
Upper Range (P75)
£89K
£60K
+£29K
Top of Market
£120K
£90K
+£30K
YoY Pay Growth
No data
No data
Demand Level
High
High
Top Skill Boost
PyTorch / TensorFlow+17%
Python (pandas, plotly)+14%
Remote Flexibility
72%
70%
Typical Level
Mid to Senior
Junior to Mid
Data Confidence
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.

Data Scientist vs Data Analyst Salary in Australia

↑ Higher median

Data Scientist

A$113K

Median salary · 2026

A$113K
A$100KA$150K
A$106KA$119K (P25–P75)+9.3%

Data Analyst

A$90K

Median salary · 2026

A$90K
A$80KA$150K
A$85KA$95K (P25–P75)+8.7%
Metric
Data Scientist
Data Analyst
Diff
Median Salary
A$113K
A$90K
+A$23K
Lower Range (P25)
A$106K
A$85K
+A$21K
Upper Range (P75)
A$119K
A$95K
+A$24K
Top of Market
A$150K
A$150K
Equal
YoY Pay Growth
+9.3%
+8.7%
Demand Level
High
High
Top Skill Boost
PyTorch / TensorFlow+17%
Python (pandas, plotly)+14%
Remote Flexibility
72%
70%
Typical Level
Mid to Senior
Junior to Mid
Data Confidence
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.
High ConfidenceHigh Confidence means the benchmark is corroborated across independent sources and is citation-ready. Moderate Confidence is directional context while coverage is still building. Limited Market Data means early signals only.

Data Scientist vs Data Analyst Salary in Singapore

Data Scientist

SGD96K

Median salary · 2026

SGD96K
SGD96KSGD144K
SGD96KSGD120K (P25–P75)+8.3%

Data Analyst

No benchmark data yet for Singapore

Data Scientist vs Data Analyst Salary in Canada

Data Scientist

CA$126K

Median salary · 2026

CA$126K
CA$104KCA$148K
CA$122KCA$130K (P25–P75)+8.0%

Data Analyst

No benchmark data yet for Canada

Data Scientist vs Data Analyst Salary in New Zealand

Data Scientist

NZ$123K

Median salary · 2026

NZ$123K
NZ$104KNZ$151K
NZ$115KNZ$131K (P25–P75)+9.0%

Data Analyst

No benchmark data yet for New Zealand

Data Scientist vs Data Analyst Salary in Switzerland

Data Scientist

No benchmark data yet for Switzerland

Data Analyst

CHF85K

Median salary · 2026

CHF85K
CHF79KCHF92K
CHF81KCHF89K (P25–P75)+5.5%

Data Scientist vs Data Analyst Salary in Saudi Arabia

Data Scientist

SAR204K

Median salary · 2026

SAR204K
SAR192KSAR348K
SAR204KSAR216K (P25–P75)+10.0%

Data Analyst

No benchmark data yet for Saudi Arabia

Data Scientist vs Data Analyst Salary in Qatar

Data Scientist

QAR324K

Median salary · 2026

QAR324K
QAR240KQAR372K
QAR312KQAR324K (P25–P75)+10.4%

Data Analyst

No benchmark data yet for Qatar

Data Scientist vs Data Analyst Salary in US

Data Scientist

$177K

Median salary · 2026

$177K
$158K$180K
$168K$179K (P25–P75)+9.0%

Data Analyst

No benchmark data yet for US

Data Scientist vs Data Analyst Salary in India

Data Scientist

No benchmark data yet for India

Data Analyst

₹9L

Median salary · 2026

₹9L
₹7.9L₹9.5L
₹8.5L₹9.4L (P25–P75)+12.0%

Data Scientist vs Data Analyst Salary in Philippines

Data Scientist

No benchmark data yet for Philippines

Data Analyst

₱480K

Median salary · 2026

₱480K
₱420K₱600K
₱444K₱516K (P25–P75)+11.0%
🌍

Cross-Border Comparison: Moving Between UK & Ireland

Nominal salaries converted at 1 GBP = 1.17 EUR (2026 annual average). Cost-of-living adjustment based on Numbeo city data.

Exchange Rate

1 GBP = 1.17 EUR

2026 annual average

Dublin vs London CoL

Dublin ~8% cheaper

Numbeo composite index 2026

Income Tax Difference

IE top rate 40% · UK 45%

Above respective thresholds

Data Scientist

€88Kvs £83K (≈€97K)

UK pays more in nominal terms by €9K at the median. After adjusting for Dublin's ~8% lower cost of living versus London, the real-terms advantage narrows, making both markets broadly comparable.

Data Analyst

€60Kvs £46K (≈€54K)

Ireland pays more in nominal terms by €6K at the median. After adjusting for Dublin's ~8% lower cost of living versus London, the real-terms advantage widens further for Ireland-based roles.

Relocating or contracting cross-border? Ireland's lower cost of living, particularly outside Dublin, can offset a nominally lower gross salary. Conversely, UK roles in Manchester, Edinburgh, or Bristol often pair a London-adjacent salary with significantly lower rents. The tax treatment also differs: Ireland's USC and PRSI create a different effective rate curve compared to UK National Insurance, and if the UK role is based in Scotland, its higher rate kicks in at £43,662 (42%) rather than rUK's £50,270 (40%), which changes the comparison at the median for many of these roles. Use our calculators below to run the exact take-home figures before making any decision.

Skills that push pay to the top of the range

Median salary tells you what most people earn. The skills below are what push offers toward the upper range and beyond. Multipliers reflect the premium observed in 2026 job postings across Ireland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines relative to the role median.

Data Scientist

PyTorch / TensorFlow+17% to offer
MLflow+13% to offer
SQL + dbt+11% to offer
Causal inference+19% to offer

Data Analyst

Python (pandas, plotly)+14% to offer
dbt+17% to offer
Looker / Tableau+10% to offer
A/B testing frameworks+15% to offer

Remote & hybrid flexibility index

Based on 2026 job posting analysis across Ireland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines. Score reflects the proportion of roles advertised as remote or flexible hybrid.

Data Scientist

72%High
72%

Why flexible: Research and modelling work is largely independent and asynchronous.

When office is required: Stakeholder presentations and collaborative experiment design sessions.

Data Analyst

70%High
70%

Why flexible: Reporting and analysis work is largely tool-driven and async-friendly.

When office is required: Stakeholder meetings and cross-functional business reviews.

Before accepting a hybrid offer, calculate your true net income after commuting costs with our Commuter Tax guide and Remote vs. Hybrid Calculator.

Career velocity: where do people go next?

Understanding where each role leads is often the deciding factor in a career move. The paths below reflect the most common progressions observed across Ireland, the UK, Australia, Singapore, Canada, New Zealand, Switzerland, Saudi Arabia, Qatar, the US, India, and the Philippines.

Data Scientist

High demandFintech, pharma, and enterprise analytics teams
AI Engineer

Natural evolution as LLMs and generative AI reshape the discipline

Data Engineer

For those who find they prefer building pipelines over running experiments

Data Analyst

High demandBroad demand across every sector with data-driven reporting needs
Data Engineer

The most common upgrade path for analysts who want to build rather than query

Analytics Engineer

Natural progression for analysts who enjoy the dbt modelling layer

Data Scientist

For analysts who want to add statistical modelling to their skillset

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Data Scientist vs Data Analyst: common questions answered

1

Which role pays more on average: Data Scientist or Data Analyst?

In Ireland, Data Scientist roles typically command a higher median salary than Data Analyst positions. According to our 2026 live benchmark data, a mid-level Data Scientist earns a median salary of €88K, whereas a Data Analyst brings in roughly €60K (a gap of €28K at the median).

This difference narrows and widens depending on tech stack and location. Roles based in major hubs like Galway typically pay a 15–25% premium to offset local cost-of-living pressures. Fully remote positions across Ireland tend to compress toward the national median. Senior practitioners in either discipline can exceed the upper range through specialist skills. See the skills premium section below for the specific certifications and tools that push offers to the top of the range.

2

What are the main daily differences between a Data Scientist and a Data Analyst?

While both positions are vital to a modern tech organisation, Data Scientist and Data Analyst have fundamentally different daily workflows.

Data Scientist focuses primarily on building statistical models, running predictive analysis, and translating data into business decisions. Day-to-day work revolves around training machine learning models, querying data warehouses, performing exploratory analysis in Jupyter notebooks, and presenting insights to stakeholders.

Data Analyst focuses on querying data, building dashboards, and surfacing insights to support business decisions. Their time is spent writing SQL queries, building Tableau or Power BI reports, running ad-hoc analyses, preparing weekly business reviews, and collaborating with product and commercial teams.

Essentially, Data Scientist tends to build statistical models, while Data Analyst querying data.

3

How easy is it to transition from Data Scientist to Data Analyst (or vice versa)?

Transitioning between these two paths is achievable but requires targeted upskilling.

Moving from Data Scientist to Data Analyst: SQL proficiency and analytical curiosity are the primary entry criteria. The role is one of the most accessible in tech: strong Excel and BI tool skills provide a valid starting point.

Moving from Data Analyst to Data Scientist: A strong statistics or mathematics background is the most common entry point. Software engineers with ML exposure transition in quickly. The harder gap to bridge is business communication: turning model outputs into decision-ready narratives.

Neither path requires starting from scratch. Professionals in both roles share underlying technology fluency; the gap is usually domain knowledge and specific tooling rather than core engineering fundamentals.

4

Which role has higher demand in the current job market in Ireland?

In Ireland in 2026, both roles are seeing strong demand, but with different drivers.

Data Scientist demand is high, particularly in Fintech, pharma, and enterprise analytics teams. Data Analyst demand is high, concentrated in Broad demand across every sector with data-driven reporting needs.

Data Analyst shows sharper hiring velocity in specialist contexts, particularly as the 2026 AI and cloud transformation push continues across both markets.

5

Do Data Scientist or Data Analyst roles offer better remote and hybrid working flexibility?

Following widespread Return-to-Office mandates across Ireland in 2026, workspace flexibility significantly impacts total compensation values.

Data Scientist roles score 72% on our remote-friendliness index (High). This is because research and modelling work is largely independent and asynchronous. Where in-office attendance is required, it is typically driven by stakeholder presentations and collaborative experiment design sessions.

Data Analyst roles score 70% (High). Reporting and analysis work is largely tool-driven and async-friendly is the primary driver of flexibility. When office days are required, it is usually for stakeholder meetings and cross-functional business reviews.

For candidates weighing up the true financial value of an offer, our Remote vs. Hybrid Savings Calculator shows exactly how transit costs and commute time affect the real net income of any salary figure.

Explore the data

Data Scientist salary in IrelandData Analyst salary in IrelandData Scientist salary in the UKData Analyst salary in the UKData Scientist salary in AustraliaData Analyst salary in AustraliaData Scientist salary in SingaporeData Analyst salary in SingaporeData Scientist salary in CanadaData Analyst salary in CanadaData Scientist salary in New ZealandData Analyst salary in New ZealandData Scientist salary in SwitzerlandData Analyst salary in SwitzerlandData Scientist salary in Saudi ArabiaData Analyst salary in Saudi ArabiaData Scientist salary in QatarData Analyst salary in QatarData Scientist salary in the USData Analyst salary in the USData Scientist salary in IndiaData Analyst salary in IndiaData Scientist salary in the PhilippinesData Analyst salary in the PhilippinesAll Ireland salary benchmarksAll UK salary benchmarksAll Australia salary benchmarksAll Singapore salary benchmarksAll Canada salary benchmarksAll New Zealand salary benchmarksAll Switzerland salary benchmarksAll Saudi Arabia salary benchmarksAll Qatar salary benchmarksAll US salary benchmarksAll India salary benchmarksAll Philippines salary benchmarksIreland take-home calculatorUK take-home calculatorAustralia take-home calculatorSingapore take-home calculatorCanada take-home calculatorNew Zealand take-home calculatorSwitzerland take-home calculatorSaudi Arabia take-home calculatorQatar take-home calculatorUS take-home calculatorIndia take-home calculatorPhilippines take-home calculatorIreland market intelligenceUK market intelligenceAustralia market intelligenceSingapore market intelligenceCanada market intelligenceNew Zealand market intelligenceSwitzerland market intelligenceSaudi Arabia market intelligenceQatar market intelligenceUS market intelligenceIndia market intelligencePhilippines market intelligence