Period
to 8 April 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 8 April 2020 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
8 Apr 2020
Same period 2019 Same period 2018
Rank 157 181 191
Rank change year-on-year +24 +10 +33
Permanent jobs citing Big Data 76 104 136
As % of all permanent jobs advertised in Yorkshire 1.31% 1.41% 1.30%
As % of the Database & Business Intelligence category 5.15% 5.54% 4.66%
Number of salaries quoted 59 93 121
Median annual salary £55,000 £50,000 £52,500
Median salary % change year-on-year +10.00% -4.76% -4.55%
10th Percentile £44,750 £37,500 £37,500
90th Percentile £79,500 £95,000 £73,750
England median annual salary £70,000 £70,000 £65,000
% change year-on-year - +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 1,476 1,878 2,916
As % of all permanent IT jobs advertised in Yorkshire 25.47% 25.40% 27.91%
Number of salaries quoted 1,254 1,655 2,561
Median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £65,000 £60,000 £60,000
England median annual salary £54,000 £52,500 £50,000
% change year-on-year +2.86% +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 8 April 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 8 April 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 +5 44 £55,000 +10.00% 5
North Yorkshire +36 15 £67,500 +50.00%
South Yorkshire +28 15 £50,000 -50.00% 4
East Yorkshire - 1 £82,500 -
Big Data
England

For the 6 months to 8 April 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 38 (50.00%) SQL
2 26 (34.21%) Python
3 21 (27.63%) Apache Spark
4 20 (26.32%) AWS
4 20 (26.32%) Analytics
4 20 (26.32%) Scala
4 20 (26.32%) Hadoop
5 18 (23.68%) NoSQL
6 17 (22.37%) Azure
7 16 (21.05%) ETL
7 16 (21.05%) Data Science
8 15 (19.74%) Apache Hive
9 14 (18.42%) Jenkins
9 14 (18.42%) Git (software)
10 13 (17.11%) Agile Software Development
10 13 (17.11%) Java
10 13 (17.11%) Project Management
10 13 (17.11%) Data Engineering
11 12 (15.79%) DevOps
11 12 (15.79%) Node.js
11 12 (15.79%) Machine Learning
12 11 (14.47%) Ansible
12 11 (14.47%) HDFS
12 11 (14.47%) Opscode Chef
12 11 (14.47%) Finance
13 10 (13.16%) Configuration Management
13 10 (13.16%) Data Warehouse
13 10 (13.16%) Analytical Skills
13 10 (13.16%) Docker
13 10 (13.16%) Puppet

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 21 (27.63%) Apache Spark
2 4 (5.26%) SAS
3 1 (1.32%) Elasticsearch
3 1 (1.32%) nginx
3 1 (1.32%) OpenStack
Cloud Services
1 20 (26.32%) AWS
2 17 (22.37%) Azure
3 9 (11.84%) GCP
4 8 (10.53%) Amazon EMR
5 4 (5.26%) Amazon S3
5 4 (5.26%) IBM Cloud
6 3 (3.95%) Amazon Kinesis
6 3 (3.95%) Azure Data Factory
7 1 (1.32%) Amazon ECS
7 1 (1.32%) AWS Lambda
7 1 (1.32%) Azure Machine Learning
7 1 (1.32%) Cloud Computing
7 1 (1.32%) Google Analytics
7 1 (1.32%) Power Platform
7 1 (1.32%) Serverless
Communications & Networking
1 3 (3.95%) TCP/IP
Database & Business Intelligence
1 20 (26.32%) Hadoop
2 18 (23.68%) NoSQL
3 15 (19.74%) Apache Hive
4 10 (13.16%) Data Warehouse
5 8 (10.53%) Impala
6 7 (9.21%) HBase
7 6 (7.89%) SQL Server Integration Services
8 4 (5.26%) Azure SQL Database
8 4 (5.26%) Data Mining
8 4 (5.26%) Electronic Patient Records
8 4 (5.26%) QlikView
8 4 (5.26%) Relational Database
9 3 (3.95%) Apache Cassandra
9 3 (3.95%) PostgreSQL
9 3 (3.95%) Qlik Sense
9 3 (3.95%) SQL Server
10 2 (2.63%) Amazon Redshift
10 2 (2.63%) Crystal Reports
10 2 (2.63%) MySQL
10 2 (2.63%) Sqoop
Development Applications
1 14 (18.42%) Git (software)
1 14 (18.42%) Jenkins
2 6 (7.89%) GitLab
2 6 (7.89%) JIRA
3 3 (3.95%) Gerrit
4 1 (1.32%) Mercurial
4 1 (1.32%) Subversion
General
1 11 (14.47%) Finance
2 4 (5.26%) Public Sector
3 3 (3.95%) Local Government
3 3 (3.95%) Marketing
4 1 (1.32%) Banking
4 1 (1.32%) Games
Job Titles
1 15 (19.74%) Data Engineer
2 11 (14.47%) Architect
2 11 (14.47%) DevOps Engineer
3 10 (13.16%) Data Architect
3 10 (13.16%) Developer
4 8 (10.53%) Big Data Engineer
5 5 (6.58%) Analyst
5 5 (6.58%) Big Data Architect
6 4 (5.26%) Business Analyst
6 4 (5.26%) Head of Delivery
6 4 (5.26%) Head of IT
6 4 (5.26%) Head of Service Delivery
6 4 (5.26%) IoT Architect
6 4 (5.26%) Senior Data Engineer
6 4 (5.26%) Technical Analyst
6 4 (5.26%) Technical Business Analyst
7 3 (3.95%) Architecture Manager
7 3 (3.95%) Data Scientist
7 3 (3.95%) Python Developer
7 3 (3.95%) Strategy Manager
Libraries, Frameworks & Software Standards
1 12 (15.79%) Node.js
2 9 (11.84%) Kafka
3 4 (5.26%) RESTful
4 3 (3.95%) Web Services
5 2 (2.63%) Elastic Stack
6 1 (1.32%) Ajax
6 1 (1.32%) Apache Flex
6 1 (1.32%) JSON
6 1 (1.32%) Middleware
6 1 (1.32%) RabbitMQ
6 1 (1.32%) XML
Miscellaneous
1 10 (13.16%) Analytical Skills
2 4 (5.26%) Cloud Native
3 3 (3.95%) Enterprise Software
3 3 (3.95%) Greenfield Project
3 3 (3.95%) NHS
4 2 (2.63%) Algorithms
4 2 (2.63%) Tandem
5 1 (1.32%) Credit Risk
5 1 (1.32%) Public Cloud
5 1 (1.32%) Video\Live Streaming
Operating Systems
1 8 (10.53%) Linux
2 2 (2.63%) Red Hat Enterprise Linux
3 1 (1.32%) Unix
3 1 (1.32%) Windows
3 1 (1.32%) Windows 7
Processes & Methodologies
1 20 (26.32%) Analytics
2 16 (21.05%) Data Science
2 16 (21.05%) ETL
3 13 (17.11%) Agile Software Development
3 13 (17.11%) Data Engineering
3 13 (17.11%) Project Management
4 12 (15.79%) DevOps
4 12 (15.79%) Machine Learning
5 10 (13.16%) Configuration Management
6 9 (11.84%) Business Intelligence
6 9 (11.84%) Continuous Integration
6 9 (11.84%) Data Development
6 9 (11.84%) Data Modelling
6 9 (11.84%) SDLC
6 9 (11.84%) Software Engineering
7 8 (10.53%) Artificial Intelligence
7 8 (10.53%) Service Delivery
8 6 (7.89%) Change Management
8 6 (7.89%) Software Delivery
8 6 (7.89%) Web Development
Programming Languages
1 38 (50.00%) SQL
2 26 (34.21%) Python
3 20 (26.32%) Scala
4 13 (17.11%) Java
5 8 (10.53%) JavaScript
6 5 (6.58%) T-SQL
7 3 (3.95%) Bash Shell
7 3 (3.95%) Ruby
8 2 (2.63%) Go
8 2 (2.63%) Groovy
8 2 (2.63%) Kotlin
8 2 (2.63%) MATLAB
8 2 (2.63%) TypeScript
9 1 (1.32%) C#
9 1 (1.32%) Perl
9 1 (1.32%) PL/SQL
9 1 (1.32%) R
Qualifications
1 8 (10.53%) Degree
2 5 (6.58%) ITIL Certification
2 5 (6.58%) PRINCE2 Certification
3 1 (1.32%) Computer Science Degree
Quality Assurance & Compliance
1 2 (2.63%) GDPR
2 1 (1.32%) QA
System Software
1 11 (14.47%) HDFS
2 10 (13.16%) Docker
3 1 (1.32%) Microsoft App-V
Systems Management
1 11 (14.47%) Ansible
1 11 (14.47%) Opscode Chef
2 10 (13.16%) Puppet
3 7 (9.21%) Kubernetes
4 5 (6.58%) Hadoop YARN
4 5 (6.58%) Terraform
5 2 (2.63%) Graphite
5 2 (2.63%) Mesos
5 2 (2.63%) Nagios
5 2 (2.63%) Opsview
6 1 (1.32%) SCCM
Vendors
1 8 (10.53%) Tableau
2 6 (7.89%) Microsoft
3 5 (6.58%) IBM
4 4 (5.26%) Cloudera
4 4 (5.26%) Google
5 2 (2.63%) Databricks
5 2 (2.63%) Oracle
6 1 (1.32%) Cisco
6 1 (1.32%) EMC
6 1 (1.32%) Informatica
6 1 (1.32%) SAP
6 1 (1.32%) Talend