Period
to 17 July 2019

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 17 July 2019 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
17 Jul 2019
Same period 2018 Same period 2017
Rank 209 190 189
Rank change year-on-year -19 -1 -27
Permanent jobs citing Big Data 91 124 145
As % of all permanent IT jobs advertised in Yorkshire 1.18% 1.28% 1.35%
As % of the Database & Business Intelligence category 4.80% 4.55% 4.10%
Number of salaries quoted 83 103 129
Yorkshire median annual salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00% -9.09%
10th Percentile £36,250 £37,500 £32,500
90th Percentile £95,000 £74,750 £70,000
England median annual salary £70,000 £65,000 £62,500
% change year-on-year +7.69% +4.00% +4.17%

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 1,896 2,724 3,539
As % of all permanent IT jobs advertised in Yorkshire 24.59% 28.04% 33.05%
Number of salaries quoted 1,692 2,320 3,077
Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £28,775 £27,500 £26,750
90th Percentile £62,500 £60,000 £60,000
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

Big Data
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Big Data in Yorkshire

Big Data
Salary Trend in Yorkshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Big Data in Yorkshire.

Salary trend for Big Data in Yorkshire

Big Data
Salary Histogram in Yorkshire

The salary distribution of IT jobs citing Big Data in Yorkshire over the 6 months to 17 July 2019.

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 17 July 2019. 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 +18 74 £60,000 +14.29% 13
North Yorkshire -35 9 £45,000 +5.88% 3
South Yorkshire -10 8 £54,500 -0.91% 3
Big Data
England

For the 6 months to 17 July 2019, 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 49 (53.85%) SQL
2 47 (51.65%) Python
3 39 (42.86%) Analytics
4 34 (37.36%) Agile Software Development
5 32 (35.16%) Hadoop
6 27 (29.67%) Apache Hive
6 27 (29.67%) Apache Spark
7 24 (26.37%) Amazon AWS
7 24 (26.37%) Java
8 23 (25.27%) JavaScript
8 23 (25.27%) ETL
9 22 (24.18%) Git (software)
9 22 (24.18%) Data Engineering
10 21 (23.08%) Mentoring
11 20 (21.98%) NoSQL
11 20 (21.98%) Microsoft Azure
12 18 (19.78%) Coaching
13 17 (18.68%) Machine Learning
13 17 (18.68%) Data Warehouse
13 17 (18.68%) Unix
13 17 (18.68%) Software Engineering
14 16 (17.58%) Business Intelligence
14 16 (17.58%) Power BI
14 16 (17.58%) Power Platform
15 15 (16.48%) Enterprise Architecture
16 14 (15.38%) HDFS
16 14 (15.38%) DevOps
16 14 (15.38%) Scala
16 14 (15.38%) MongoDB
16 14 (15.38%) Continuous Integration

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 27 (29.67%) Apache Spark
2 6 (6.59%) Elasticsearch
2 6 (6.59%) nginx
3 3 (3.30%) SharePoint
4 2 (2.20%) Confluence
5 1 (1.10%) Apache
5 1 (1.10%) Apache Pig
5 1 (1.10%) Jupyter
5 1 (1.10%) OpenStack
5 1 (1.10%) Oracle SOA Suite
5 1 (1.10%) SAS
5 1 (1.10%) WebLogic Portal
Applications
1 3 (3.30%) Microsoft Office
2 1 (1.10%) Microsoft Excel
2 1 (1.10%) Weka
Business Applications
1 2 (2.20%) Dynamics CRM
Cloud Services
1 24 (26.37%) Amazon AWS
2 20 (21.98%) Microsoft Azure
3 16 (17.58%) Power Platform
4 11 (12.09%) GitHub
5 7 (7.69%) IBM Cloud
6 6 (6.59%) Azure Data Factory
7 5 (5.49%) Google Cloud Platform
8 2 (2.20%) IaaS
8 2 (2.20%) PaaS
8 2 (2.20%) SaaS
9 1 (1.10%) AWS Lambda
9 1 (1.10%) Cloud Computing
9 1 (1.10%) Serverless
Database & Business Intelligence
1 32 (35.16%) Hadoop
2 27 (29.67%) Apache Hive
3 20 (21.98%) NoSQL
4 17 (18.68%) Data Warehouse
5 16 (17.58%) Power BI
6 14 (15.38%) MongoDB
7 12 (13.19%) Apache Cassandra
7 12 (13.19%) PostgreSQL
8 11 (12.09%) SQL Server
9 9 (9.89%) HBase
9 9 (9.89%) Sqoop
10 7 (7.69%) Redis
10 7 (7.69%) Riak
10 7 (7.69%) SQL Server Integration Services
11 6 (6.59%) Qlik Sense
12 5 (5.49%) Data Lake
12 5 (5.49%) QlikView
12 5 (5.49%) SQL Server Analysis Services
12 5 (5.49%) SQL Server Reporting Services
13 4 (4.40%) Azure SQL Database
Development Applications
1 22 (24.18%) Git (software)
2 7 (7.69%) Jenkins
3 6 (6.59%) GitLab
3 6 (6.59%) Mercurial
3 6 (6.59%) Subversion
4 2 (2.20%) Gradle
4 2 (2.20%) JIRA
5 1 (1.10%) Maven
5 1 (1.10%) Sonatype Nexus
General
1 13 (14.29%) Finance
2 10 (10.99%) Legal
3 3 (3.30%) Marketing
4 2 (2.20%) Banking
5 1 (1.10%) Retail
5 1 (1.10%) Retail Banking
5 1 (1.10%) Retail Finance
Job Titles
1 30 (32.97%) Developer
2 14 (15.38%) Architect
3 13 (14.29%) Big Data Engineer
3 13 (14.29%) Data Engineer
4 9 (9.89%) C# Developer
4 9 (9.89%) Engineering Specialist
4 9 (9.89%) Security Specialist
4 9 (9.89%) Technical Architect
5 8 (8.79%) Software Developer
5 8 (8.79%) Software Engineer
6 7 (7.69%) Cloud Developer
6 7 (7.69%) Cloud Engineer
6 7 (7.69%) Cloud Software Engineer
6 7 (7.69%) Java Developer
6 7 (7.69%) Java Software Developer
6 7 (7.69%) Java Software Engineer
6 7 (7.69%) Node.js Developer
6 7 (7.69%) Python Developer
6 7 (7.69%) Senior Architect
6 7 (7.69%) Senior Technical Architect
Libraries, Frameworks & Software Standards
1 13 (14.29%) Node.js
2 11 (12.09%) Kafka
3 7 (7.69%) RESTful
4 6 (6.59%) AngularJS
4 6 (6.59%) RabbitMQ
5 3 (3.30%) Spark Streaming
6 2 (2.20%) .NET
6 2 (2.20%) NumPy
7 1 (1.10%) .NET Framework
7 1 (1.10%) ASP.NET
7 1 (1.10%) J2EE
7 1 (1.10%) JSON
7 1 (1.10%) Middleware
7 1 (1.10%) Pandas
7 1 (1.10%) PySpark
7 1 (1.10%) scikit-learn
7 1 (1.10%) TensorFlow
7 1 (1.10%) Theano
7 1 (1.10%) Web Services
7 1 (1.10%) XML
Miscellaneous
1 7 (7.69%) Algorithms
2 4 (4.40%) Greenfield Project
3 3 (3.30%) Analytical Skills
3 3 (3.30%) Data Structures
4 2 (2.20%) Mainframe
4 2 (2.20%) Public Cloud
5 1 (1.10%) Credit Risk
5 1 (1.10%) Life Science
5 1 (1.10%) Management Information System
5 1 (1.10%) Social Media
5 1 (1.10%) Tandem
5 1 (1.10%) User Experience
Operating Systems
1 17 (18.68%) Unix
2 13 (14.29%) Linux
3 1 (1.10%) AIX
3 1 (1.10%) Windows
Processes & Methodologies
1 39 (42.86%) Analytics
2 34 (37.36%) Agile Software Development
3 23 (25.27%) ETL
4 22 (24.18%) Data Engineering
5 21 (23.08%) Mentoring
6 18 (19.78%) Coaching
7 17 (18.68%) Machine Learning
7 17 (18.68%) Software Engineering
8 16 (17.58%) Business Intelligence
9 15 (16.48%) Enterprise Architecture
10 14 (15.38%) Continuous Integration
10 14 (15.38%) Data Science
10 14 (15.38%) DevOps
11 13 (14.29%) Data Analytics
12 12 (13.19%) Stakeholder Management
13 11 (12.09%) Cybersecurity
13 11 (12.09%) Data Governance
13 11 (12.09%) Data Modelling
13 11 (12.09%) Migration
13 11 (12.09%) Visualisation
Programming Languages
1 49 (53.85%) SQL
2 47 (51.65%) Python
3 24 (26.37%) Java
4 23 (25.27%) JavaScript
5 14 (15.38%) Scala
6 10 (10.99%) R
7 9 (9.89%) C#
8 6 (6.59%) Perl
8 6 (6.59%) PHP
8 6 (6.59%) Ruby
9 5 (5.49%) MATLAB
10 1 (1.10%) Bash Shell
10 1 (1.10%) C++
10 1 (1.10%) Fortran
10 1 (1.10%) Julia
10 1 (1.10%) Shell Script
10 1 (1.10%) T-SQL
Qualifications
1 10 (10.99%) CEH
1 10 (10.99%) CISA
1 10 (10.99%) CISM
1 10 (10.99%) CISSP
1 10 (10.99%) CSSLP
1 10 (10.99%) GIAC
1 10 (10.99%) SANS
1 10 (10.99%) SSCP
2 9 (9.89%) Degree
3 2 (2.20%) Security Cleared
4 1 (1.10%) PhD
4 1 (1.10%) SC Cleared
Quality Assurance & Compliance
1 6 (6.59%) Data Quality
2 4 (4.40%) GDPR
2 4 (4.40%) QA
System Software
1 14 (15.38%) HDFS
2 10 (10.99%) Apache Flume
3 1 (1.10%) Docker
Systems Management
1 9 (9.89%) Oozie
2 7 (7.69%) Ansible
Vendors
1 12 (13.19%) Oracle
2 9 (9.89%) Cloudera
2 9 (9.89%) IBM
3 6 (6.59%) Microsoft
3 6 (6.59%) Tableau
4 5 (5.49%) Google
5 4 (4.40%) Alteryx
5 4 (4.40%) Databricks
5 4 (4.40%) Hortonworks
5 4 (4.40%) Informatica
5 4 (4.40%) Paxata
6 3 (3.30%) SAP
7 2 (2.20%) Dataiku
8 1 (1.10%) Ab Initio
8 1 (1.10%) BEA
8 1 (1.10%) Salesforce.com
8 1 (1.10%) Splunk
8 1 (1.10%) Talend