Period
to 2 December 2021

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 2 December 2021 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
2 Dec 2021
Same period 2020 Same period 2019
Rank 145 108 172
Rank change year-on-year -37 +64 +60
Permanent jobs citing Big Data 121 75 101
As % of all permanent jobs advertised in Yorkshire 1.76% 2.30% 1.53%
As % of the Database & Business Intelligence category 7.01% 8.06% 6.15%
Number of salaries quoted 109 70 87
10th Percentile " £42,500 £37,560
25th Percentile £45,000 £45,000 £45,412
Median annual salary (50th Percentile) £59,500 £55,000 £55,000
Median % change year-on-year +8.18% - +11.48%
75th Percentile £70,000 £65,000 £64,375
90th Percentile £84,702 " £71,250
England median annual salary £75,000 £67,500 £70,000
% change year-on-year +11.11% -3.57% +3.70%

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 1,727 930 1,641
As % of all permanent IT jobs advertised in Yorkshire 25.16% 28.54% 24.94%
Number of salaries quoted 1,381 825 1,429
10th Percentile £31,500 £31,250 £29,000
25th Percentile £37,500 £37,500 £35,000
Median annual salary (50th Percentile) £47,500 £45,000 £45,000
Median % change year-on-year +5.56% - +5.88%
75th Percentile £61,250 £57,500 £55,000
90th Percentile £71,250 £65,000 £63,900
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

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 2 December 2021.

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 2 December 2021. 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 -46 77 £59,500 +8.18% 13
North Yorkshire +9 23 £67,500 +50.00%
South Yorkshire -43 21 £55,000 - 1
Big Data
England

For the 6 months to 2 December 2021, 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 88 (72.73%) AWS
2 76 (62.81%) Java
3 65 (53.72%) Python
4 64 (52.89%) Degree
5 56 (46.28%) Node.js
6 53 (43.80%) SQL
7 46 (38.02%) C#
8 45 (37.19%) Software Engineering
9 44 (36.36%) JavaScript
10 41 (33.88%) Agile Software Development
11 40 (33.06%) Mathematics
12 38 (31.40%) NoSQL
13 33 (27.27%) Numerate Degree
14 31 (25.62%) Computer Science
15 29 (23.97%) MySQL
16 27 (22.31%) Azure
17 26 (21.49%) DevOps
18 23 (19.01%) Terraform
19 22 (18.18%) AWS Lambda
19 22 (18.18%) Analytics
19 22 (18.18%) Serverless
20 21 (17.36%) Kafka
20 21 (17.36%) Continuous Improvement
20 21 (17.36%) Hadoop
21 20 (16.53%) Test Automation
21 20 (16.53%) Bitbucket
21 20 (16.53%) Amazon Kinesis
21 20 (16.53%) Amazon DynamoDB
21 20 (16.53%) OOP
21 20 (16.53%) Computer Science Degree

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 18 (14.88%) Apache Spark
2 6 (4.96%) Apache Airflow
2 6 (4.96%) Luigi
2 6 (4.96%) Tomcat
3 5 (4.13%) Apache
3 5 (4.13%) Apache Solr
4 3 (2.48%) Apache Synapse
Applications
1 1 (0.83%) Microsoft Office
1 1 (0.83%) Microsoft Project
Business Applications
1 1 (0.83%) Dynamics CRM
Cloud Services
1 88 (72.73%) AWS
2 27 (22.31%) Azure
3 22 (18.18%) AWS Lambda
3 22 (18.18%) Serverless
4 20 (16.53%) Amazon Kinesis
5 10 (8.26%) GCP
6 7 (5.79%) Amazon EC2
6 7 (5.79%) Amazon EMR
6 7 (5.79%) Azure Synapse Analytics
7 3 (2.48%) Cloud Computing
7 3 (2.48%) IaaS
7 3 (2.48%) PaaS
7 3 (2.48%) Power Platform
7 3 (2.48%) SaaS
8 2 (1.65%) Azure Data Factory
9 1 (0.83%) Dynamics 365
9 1 (0.83%) Microsoft 365
Communications & Networking
1 7 (5.79%) Firewall
2 5 (4.13%) Broadband
2 5 (4.13%) Cisco ASA
3 3 (2.48%) 4G
3 3 (2.48%) BGP
3 3 (2.48%) OSPF
3 3 (2.48%) VLAN
4 1 (0.83%) Internet
4 1 (0.83%) LTE
4 1 (0.83%) Modbus
Database & Business Intelligence
1 38 (31.40%) NoSQL
2 29 (23.97%) MySQL
3 21 (17.36%) Hadoop
4 20 (16.53%) Amazon DynamoDB
5 12 (9.92%) Apache Cassandra
5 12 (9.92%) PostgreSQL
6 11 (9.09%) Relational Database
7 10 (8.26%) Data Lake
8 9 (7.44%) Data Warehouse
9 8 (6.61%) Amazon Redshift
10 7 (5.79%) Amazon RDS
11 6 (4.96%) Azkaban
11 6 (4.96%) Metadata
12 5 (4.13%) MongoDB
12 5 (4.13%) Redis
13 3 (2.48%) GIS
13 3 (2.48%) OLAP
13 3 (2.48%) Oracle OLAP
13 3 (2.48%) Power BI
13 3 (2.48%) SQL Server
Development Applications
1 20 (16.53%) Bitbucket
2 6 (4.96%) Jenkins
2 6 (4.96%) JIRA
3 4 (3.31%) Atlassian Bamboo
3 4 (3.31%) Git (software)
3 4 (3.31%) JUnit
3 4 (3.31%) Maven
3 4 (3.31%) Subversion
3 4 (3.31%) TeamCity
4 3 (2.48%) Mocha
4 3 (2.48%) webpack
5 2 (1.65%) Visual Studio
6 1 (0.83%) Cactus
General
1 6 (4.96%) Analytical Skills
1 6 (4.96%) Finance
2 5 (4.13%) Inclusion and Diversity
2 5 (4.13%) Social Skills
2 5 (4.13%) Wearables
3 3 (2.48%) Aerospace
3 3 (2.48%) Electronics
4 1 (0.83%) Law
Job Titles
1 37 (30.58%) Developer
2 33 (27.27%) Software Engineer
3 28 (23.14%) Senior Developer
4 23 (19.01%) Architect
5 20 (16.53%) AWS Developer
5 20 (16.53%) Cloud Developer
6 11 (9.09%) Data Engineer
7 9 (7.44%) Java Developer
8 6 (4.96%) Analyst
8 6 (4.96%) Data Analyst
8 6 (4.96%) Senior Architect
8 6 (4.96%) Solutions Architect
8 6 (4.96%) Technical Architect
9 5 (4.13%) Data Architect
9 5 (4.13%) Senior Java Developer
9 5 (4.13%) Senior Technical Architect
10 4 (3.31%) Lead Developer
10 4 (3.31%) Lead Java Developer
10 4 (3.31%) Salesforce Developer
10 4 (3.31%) Software Architect
Libraries, Frameworks & Software Standards
1 56 (46.28%) Node.js
2 21 (17.36%) Kafka
3 9 (7.44%) Spring
3 9 (7.44%) Web Services
4 8 (6.61%) .NET
4 8 (6.61%) Spark Streaming
5 7 (5.79%) CSS
5 7 (5.79%) React
5 7 (5.79%) Vue.js
6 5 (4.13%) RESTful
6 5 (4.13%) WSDL
6 5 (4.13%) XML
7 4 (3.31%) ActiveMQ
7 4 (3.31%) AngularJS
7 4 (3.31%) Hibernate
7 4 (3.31%) HTML5
7 4 (3.31%) LAMP
7 4 (3.31%) LAPP Stack
7 4 (3.31%) Spring Boot
7 4 (3.31%) Visualforce
Miscellaneous
1 9 (7.44%) Management Information System
2 7 (5.79%) Data Protection Act
2 7 (5.79%) Data Structures
3 6 (4.96%) Cloud Native
4 5 (4.13%) NHS
4 5 (4.13%) Social Media
5 4 (3.31%) Algorithms
5 4 (3.31%) Greenfield Project
5 4 (3.31%) Hybrid Cloud
5 4 (3.31%) Legacy Code
6 3 (2.48%) Blog
6 3 (2.48%) Linux Command Line
6 3 (2.48%) Tandem
7 2 (1.65%) Data Centre
8 1 (0.83%) Internet of Things
8 1 (0.83%) User Experience
8 1 (0.83%) Virtual Team
Operating Systems
1 9 (7.44%) Linux
Processes & Methodologies
1 45 (37.19%) Software Engineering
2 41 (33.88%) Agile Software Development
3 40 (33.06%) Mathematics
4 31 (25.62%) Computer Science
5 26 (21.49%) DevOps
6 22 (18.18%) Analytics
7 21 (17.36%) Continuous Improvement
8 20 (16.53%) Data Pipeline
8 20 (16.53%) OOP
8 20 (16.53%) Test Automation
9 18 (14.88%) Data Engineering
10 11 (9.09%) Business Intelligence
10 11 (9.09%) Statistics
11 10 (8.26%) Data Analytics
11 10 (8.26%) Data Management
11 10 (8.26%) Data Modelling
11 10 (8.26%) OO
11 10 (8.26%) Scrum
12 9 (7.44%) Machine Learning
12 9 (7.44%) Visualisation
Programming Languages
1 76 (62.81%) Java
2 65 (53.72%) Python
3 53 (43.80%) SQL
4 46 (38.02%) C#
5 44 (36.36%) JavaScript
6 5 (4.13%) PL/SQL
6 5 (4.13%) Scala
7 4 (3.31%) Apex Code
7 4 (3.31%) C++
7 4 (3.31%) Java 11
7 4 (3.31%) Java 8
7 4 (3.31%) Java 9
7 4 (3.31%) SOQL
7 4 (3.31%) SOSL
7 4 (3.31%) TypeScript
8 3 (2.48%) PowerShell
8 3 (2.48%) R
9 2 (1.65%) MATLAB
10 1 (0.83%) Ladder Logic
10 1 (0.83%) VB
Qualifications
1 64 (52.89%) Degree
2 33 (27.27%) Numerate Degree
3 20 (16.53%) Computer Science Degree
4 5 (4.13%) TOGAF Certification
5 3 (2.48%) CCIE
5 3 (2.48%) Cisco Certification
5 3 (2.48%) JNCIE
Quality Assurance & Compliance
1 2 (1.65%) QA
2 1 (0.83%) Data Quality
2 1 (0.83%) PMO
System Software
1 10 (8.26%) Docker
2 1 (0.83%) HDFS
2 1 (0.83%) Virtual Machines
Systems Management
1 23 (19.01%) Terraform
2 10 (8.26%) Kubernetes
3 6 (4.96%) Ansible
4 4 (3.31%) Opscode Chef
4 4 (3.31%) Puppet
Vendors
1 9 (7.44%) Microsoft
2 8 (6.61%) Oracle
3 7 (5.79%) Databricks
4 5 (4.13%) Cisco
4 5 (4.13%) StreamSets
4 5 (4.13%) Twitter
5 4 (3.31%) Salesforce.com
6 3 (2.48%) IBM
6 3 (2.48%) Juniper
6 3 (2.48%) NVIDIA
6 3 (2.48%) YouTube
7 2 (1.65%) CheckPoint
8 1 (0.83%) Informatica
8 1 (0.83%) Talend