Period
to 10 August 2020

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 6 months to 10 August 2020 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
10 Aug 2020
Same period 2019 Same period 2018
Rank 137 224 199
Rank change year-on-year +87 -25 -4
Permanent jobs citing Big Data 32 86 104
As % of all permanent jobs advertised in Yorkshire 0.95% 1.12% 1.12%
As % of the Database & Business Intelligence category 3.60% 4.59% 4.11%
Number of salaries quoted 33 84 96
Median annual salary £55,000 £54,000 £55,000
Median salary % change year-on-year +1.85% -1.82% +10.00%
10th Percentile £45,000 £36,250 £36,875
90th Percentile £81,000 £95,000 £75,000
England median annual salary £67,500 £70,000 £65,000
% change year-on-year -3.57% +7.69% +4.00%

Big Data is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Yorkshire
Permanent vacancies with a requirement for database or business intelligence skills 890 1,873 2,531
As % of all permanent IT jobs advertised in Yorkshire 26.28% 24.44% 27.15%
Number of salaries quoted 780 1,676 2,157
Median annual salary £45,000 £42,500 £44,000
Median salary % change year-on-year +5.88% -3.41% +7.32%
10th Percentile £30,000 £29,500 £27,500
90th Percentile £65,000 £61,125 £60,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Big Data
Job Vacancy Trend in Yorkshire

Job postings citing Big Data as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Big Data in Yorkshire

Big Data
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Big Data in Yorkshire.

Salary trend for Big Data in Yorkshire

Big Data
Salary Histogram in Yorkshire

Salary distribution for jobs citing Big Data in Yorkshire over the 6 months to 10 August 2020.

Salary histogram for Big Data in Yorkshire

Big Data
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Yorkshire region over the 6 months to 10 August 2020. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
West Yorkshire +12 18 £64,500 +18.35% 3
South Yorkshire +36 12 £55,000 +0.92% 3
North Yorkshire +80 2 £63,750 +41.67% 3
Big Data
England

For the 6 months to 10 August 2020, IT jobs citing Big Data also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Big Data.

1 21 (65.63%) AWS
2 13 (40.63%) Java
2 13 (40.63%) SQL
3 12 (37.50%) Degree
4 11 (34.38%) Software Engineering
4 11 (34.38%) Virtual Team
5 10 (31.25%) GCP
5 10 (31.25%) Azure
5 10 (31.25%) Linux
6 9 (28.13%) C#
6 9 (28.13%) Python
6 9 (28.13%) Enterprise Software
7 8 (25.00%) Agile Software Development
8 7 (21.88%) Scrum
8 7 (21.88%) Business Intelligence
8 7 (21.88%) Microsoft
9 6 (18.75%) Project Management
9 6 (18.75%) ETL
9 6 (18.75%) Git (software)
9 6 (18.75%) Scala
9 6 (18.75%) Mathematics
10 5 (15.63%) Computer Science
10 5 (15.63%) Subversion
10 5 (15.63%) Google
10 5 (15.63%) Multithreading
10 5 (15.63%) Groovy
10 5 (15.63%) Hadoop
10 5 (15.63%) Test Automation
10 5 (15.63%) NoSQL
10 5 (15.63%) Node.js

Big Data
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (6.25%) Apache
1 2 (6.25%) Apache Spark
2 1 (3.13%) SAS
Applications
1 2 (6.25%) Microsoft Excel
1 2 (6.25%) Microsoft PowerPoint
1 2 (6.25%) MS Visio
Cloud Services
1 21 (65.63%) AWS
2 10 (31.25%) Azure
2 10 (31.25%) GCP
3 3 (9.38%) IaaS
4 2 (6.25%) Amazon Kinesis
5 1 (3.13%) Amazon ECS
5 1 (3.13%) Cloud Computing
5 1 (3.13%) PaaS
5 1 (3.13%) SaaS
Database & Business Intelligence
1 5 (15.63%) Hadoop
1 5 (15.63%) NoSQL
2 3 (9.38%) Apache Hive
2 3 (9.38%) Data Mining
3 2 (6.25%) Data Warehouse
3 2 (6.25%) MySQL
3 2 (6.25%) SQL Server
4 1 (3.13%) Data Lake
4 1 (3.13%) PostgreSQL
4 1 (3.13%) QlikView
4 1 (3.13%) Relational Database
4 1 (3.13%) SQL Server Analysis Services
4 1 (3.13%) SQL Server Integration Services
4 1 (3.13%) SQL Server Reporting Services
Development Applications
1 6 (18.75%) Git (software)
2 5 (15.63%) JUnit
2 5 (15.63%) Subversion
3 2 (6.25%) Selenium
General
1 5 (15.63%) Finance
2 2 (6.25%) Banking
2 2 (6.25%) Legal
2 2 (6.25%) Marketing
2 2 (6.25%) Private Banking
2 2 (6.25%) Retail Banking
3 1 (3.13%) Local Government
3 1 (3.13%) Public Sector
Job Titles
1 6 (18.75%) Architect
1 6 (18.75%) Data Architect
2 5 (15.63%) Developer
2 5 (15.63%) Java Developer
2 5 (15.63%) Senior Developer
2 5 (15.63%) Senior Java Developer
2 5 (15.63%) Software Engineer
3 3 (9.38%) Analyst
3 3 (9.38%) Business Analyst
3 3 (9.38%) Technical Analyst
3 3 (9.38%) Technical Business Analyst
4 2 (6.25%) AWS Architect
4 2 (6.25%) DevOps Engineer
4 2 (6.25%) ETL Architect
4 2 (6.25%) Hadoop Engineer
4 2 (6.25%) Head of Infrastructure
4 2 (6.25%) Head of Operations
4 2 (6.25%) Risk Analyst
4 2 (6.25%) Risk Business Analyst
4 2 (6.25%) Solutions Architect
Libraries, Frameworks & Software Standards
1 5 (15.63%) Node.js
1 5 (15.63%) Redux
2 2 (6.25%) Kafka
2 2 (6.25%) Middleware
Miscellaneous
1 11 (34.38%) Virtual Team
2 9 (28.13%) Enterprise Software
3 2 (6.25%) Analytical Skills
3 2 (6.25%) Data Centre
3 2 (6.25%) Mainframe
3 2 (6.25%) Management Information System
3 2 (6.25%) Replication
4 1 (3.13%) Algorithms
4 1 (3.13%) Credit Risk
4 1 (3.13%) NHS
Operating Systems
1 10 (31.25%) Linux
2 5 (15.63%) Unix
3 1 (3.13%) Windows
Processes & Methodologies
1 11 (34.38%) Software Engineering
2 8 (25.00%) Agile Software Development
3 7 (21.88%) Business Intelligence
3 7 (21.88%) Scrum
4 6 (18.75%) ETL
4 6 (18.75%) Mathematics
4 6 (18.75%) Project Management
5 5 (15.63%) Computer Science
5 5 (15.63%) Decision-Making
5 5 (15.63%) Front End Development
5 5 (15.63%) Mentoring
5 5 (15.63%) Multithreading
5 5 (15.63%) Test Automation
6 4 (12.50%) Analytics
6 4 (12.50%) Migration
7 3 (9.38%) Data Integration
7 3 (9.38%) Data Modelling
7 3 (9.38%) DevOps
7 3 (9.38%) Machine Learning
7 3 (9.38%) PRINCE2
Programming Languages
1 13 (40.63%) Java
1 13 (40.63%) SQL
2 9 (28.13%) C#
2 9 (28.13%) Python
3 6 (18.75%) Scala
4 5 (15.63%) Groovy
4 5 (15.63%) JavaScript
4 5 (15.63%) Kotlin
5 1 (3.13%) MATLAB
5 1 (3.13%) PL/SQL
5 1 (3.13%) T-SQL
Qualifications
1 12 (37.50%) Degree
2 5 (15.63%) Numerate Degree
3 1 (3.13%) ITIL Certification
3 1 (3.13%) PRINCE2 Certification
Quality Assurance & Compliance
1 2 (6.25%) QA
1 2 (6.25%) SLA
2 1 (3.13%) Data Quality
System Software
1 1 (3.13%) Docker
Systems Management
1 3 (9.38%) Opscode Chef
1 3 (9.38%) Terraform
2 2 (6.25%) Kubernetes
Vendors
1 7 (21.88%) Microsoft
2 5 (15.63%) Google
3 2 (6.25%) Oracle
4 1 (3.13%) Informatica
4 1 (3.13%) SAP
4 1 (3.13%) Talend