Period
to 17 September 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 17 September 2021 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
17 Sep 2021
Same period 2020 Same period 2019
Rank 129 120 206
Rank change year-on-year -9 +86 +12
Permanent jobs citing Big Data 138 39 100
As % of all permanent jobs advertised in Yorkshire 2.15% 1.44% 1.33%
As % of the Database & Business Intelligence category 8.07% 5.03% 5.39%
Number of salaries quoted 123 37 94
10th Percentile " £44,500 £36,250
25th Percentile £45,000 £45,000 £40,000
Median annual salary (50th Percentile) £55,000 £55,000 £55,000
75th Percentile £65,000 £65,000 £64,589
90th Percentile " £74,250 £95,000
England median annual salary £72,500 £67,500 £70,000
% change year-on-year +7.41% -3.57% +7.69%

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 1,710 776 1,857
As % of all permanent IT jobs advertised in Yorkshire 26.60% 28.60% 24.74%
Number of salaries quoted 1,341 701 1,651
10th Percentile £30,750 £31,250 £29,500
25th Percentile £37,500 £36,250 £33,750
Median annual salary (50th Percentile) £47,500 £45,000 £43,500
Median % change year-on-year +5.56% +3.45% +2.35%
75th Percentile £60,000 £55,000 £52,500
90th Percentile £68,750 £65,000 £61,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

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 17 September 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 17 September 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 -16 93 £55,000 -6.38% 9
South Yorkshire -33 31 £55,000 - 2
North Yorkshire +4 14 £60,000 +29.73%
Big Data
England

For the 6 months to 17 September 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 98 (71.01%) AWS
2 90 (65.22%) Python
3 88 (63.77%) Java
4 84 (60.87%) SQL
5 82 (59.42%) Degree
6 74 (53.62%) Software Engineering
6 74 (53.62%) JavaScript
6 74 (53.62%) Node.js
7 67 (48.55%) Mathematics
8 60 (43.48%) Numerate Degree
9 57 (41.30%) C#
10 54 (39.13%) NoSQL
11 41 (29.71%) Agile Software Development
12 29 (21.01%) Azure
13 25 (18.12%) Analytics
14 23 (16.67%) Hadoop
15 22 (15.94%) DevOps
15 22 (15.94%) Apache Spark
15 22 (15.94%) Computer Science
16 21 (15.22%) Kafka
17 19 (13.77%) Docker
17 19 (13.77%) MySQL
18 18 (13.04%) TDD
18 18 (13.04%) Scrum
18 18 (13.04%) Apache Cassandra
19 16 (11.59%) Continuous Improvement
19 16 (11.59%) Data Engineering
19 16 (11.59%) Serverless
20 15 (10.87%) Coaching
20 15 (10.87%) Data Analytics

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 22 (15.94%) Apache Spark
2 7 (5.07%) Apache
3 5 (3.62%) Apache Airflow
3 5 (3.62%) Apache Synapse
3 5 (3.62%) Luigi
3 5 (3.62%) Tomcat
Applications
1 1 (0.72%) Microsoft Office
1 1 (0.72%) Microsoft Project
Business Applications
1 1 (0.72%) Dynamics CRM
Cloud Services
1 98 (71.01%) AWS
2 29 (21.01%) Azure
3 16 (11.59%) Serverless
4 14 (10.14%) AWS Lambda
5 11 (7.97%) Amazon Kinesis
6 10 (7.25%) Azure Synapse Analytics
6 10 (7.25%) GCP
7 6 (4.35%) Power Platform
8 5 (3.62%) Amazon EC2
8 5 (3.62%) Amazon EMR
8 5 (3.62%) Azure Data Factory
9 3 (2.17%) Cloud Computing
9 3 (2.17%) IaaS
9 3 (2.17%) PaaS
9 3 (2.17%) SaaS
10 2 (1.45%) Azure Functions
11 1 (0.72%) Dynamics 365
11 1 (0.72%) Microsoft 365
Communications & Networking
1 7 (5.07%) Firewall
2 5 (3.62%) Broadband
2 5 (3.62%) Cisco ASA
3 3 (2.17%) 4G
3 3 (2.17%) BGP
3 3 (2.17%) OSPF
3 3 (2.17%) VLAN
Database & Business Intelligence
1 54 (39.13%) NoSQL
2 23 (16.67%) Hadoop
3 19 (13.77%) MySQL
4 18 (13.04%) Apache Cassandra
5 12 (8.70%) Relational Database
6 11 (7.97%) Amazon DynamoDB
6 11 (7.97%) Data Warehouse
7 10 (7.25%) Data Lake
8 6 (4.35%) Amazon Redshift
8 6 (4.35%) Power BI
9 5 (3.62%) Amazon RDS
9 5 (3.62%) Azkaban
9 5 (3.62%) Metadata
9 5 (3.62%) MongoDB
9 5 (3.62%) PostgreSQL
9 5 (3.62%) SQL Server
10 4 (2.90%) Microsoft Analysis Services
10 4 (2.90%) SQL Server Integration Services
11 3 (2.17%) Oracle OLAP
11 3 (2.17%) SQL Server Analysis Services
Development Applications
1 11 (7.97%) Bitbucket
1 11 (7.97%) JUnit
1 11 (7.97%) Maven
2 5 (3.62%) JIRA
3 3 (2.17%) Mocha
3 3 (2.17%) webpack
4 2 (1.45%) Jenkins
4 2 (1.45%) Visual Studio
General
1 7 (5.07%) Analytical Skills
1 7 (5.07%) Presentation Skills
1 7 (5.07%) Social Skills
2 6 (4.35%) Finance
3 3 (2.17%) Aerospace
3 3 (2.17%) Electronics
4 1 (0.72%) Law
4 1 (0.72%) Military
Job Titles
1 60 (43.48%) Software Engineer
2 26 (18.84%) Developer
3 15 (10.87%) Data Engineer
4 14 (10.14%) Architect
4 14 (10.14%) Senior Developer
5 11 (7.97%) AWS Developer
5 11 (7.97%) Cloud Developer
5 11 (7.97%) Java Developer
5 11 (7.97%) Lead Developer
5 11 (7.97%) Lead Java Developer
6 10 (7.25%) Analyst
7 6 (4.35%) Cloud Engineer
8 5 (3.62%) Data Analyst
8 5 (3.62%) Data Architect
8 5 (3.62%) Solutions Architect
9 4 (2.90%) Business Analyst
10 3 (2.17%) C# Developer
10 3 (2.17%) Information Architect
10 3 (2.17%) Network Architect
10 3 (2.17%) Senior C# Developer
Libraries, Frameworks & Software Standards
1 74 (53.62%) Node.js
2 21 (15.22%) Kafka
3 14 (10.14%) Vue.js
4 12 (8.70%) React
5 11 (7.97%) ActiveMQ
5 11 (7.97%) AngularJS
5 11 (7.97%) Hibernate
5 11 (7.97%) RabbitMQ
5 11 (7.97%) Spring
5 11 (7.97%) Spring Boot
5 11 (7.97%) Web Services
6 7 (5.07%) Spark Streaming
7 5 (3.62%) PySpark
8 4 (2.90%) LAMP
8 4 (2.90%) LAPP Stack
9 3 (2.17%) .NET
9 3 (2.17%) CSS
9 3 (2.17%) CSS3
9 3 (2.17%) JSON
9 3 (2.17%) REST
Miscellaneous
1 11 (7.97%) Legacy Code
2 9 (6.52%) Data Structures
3 8 (5.80%) Management Information System
4 7 (5.07%) Algorithms
4 7 (5.07%) Cloud Native
5 6 (4.35%) Data Protection Act
6 4 (2.90%) Linux Command Line
6 4 (2.90%) User Experience
7 3 (2.17%) Blog
7 3 (2.17%) Greenfield Project
7 3 (2.17%) Hybrid Cloud
7 3 (2.17%) Tandem
8 2 (1.45%) Data Centre
9 1 (0.72%) Self-Motivation
Operating Systems
1 10 (7.25%) Linux
2 1 (0.72%) Unix
Processes & Methodologies
1 74 (53.62%) Software Engineering
2 67 (48.55%) Mathematics
3 41 (29.71%) Agile Software Development
4 25 (18.12%) Analytics
5 22 (15.94%) Computer Science
5 22 (15.94%) DevOps
6 18 (13.04%) Scrum
6 18 (13.04%) TDD
7 16 (11.59%) Continuous Improvement
7 16 (11.59%) Data Engineering
8 15 (10.87%) Coaching
8 15 (10.87%) Data Analytics
9 14 (10.14%) Business Intelligence
9 14 (10.14%) Data Pipeline
10 12 (8.70%) Artificial Intelligence
11 11 (7.97%) Extreme Programming
11 11 (7.97%) Logistics
11 11 (7.97%) Pair Programming
11 11 (7.97%) Statistics
11 11 (7.97%) Unit Testing
Programming Languages
1 90 (65.22%) Python
2 88 (63.77%) Java
3 84 (60.87%) SQL
4 74 (53.62%) JavaScript
5 57 (41.30%) C#
6 11 (7.97%) Java 8
6 11 (7.97%) Java 9
7 10 (7.25%) Scala
8 9 (6.52%) Java 11
9 7 (5.07%) PL/SQL
10 4 (2.90%) C++
10 4 (2.90%) T-SQL
11 3 (2.17%) PowerShell
12 2 (1.45%) MATLAB
12 2 (1.45%) R
13 1 (0.72%) VB
13 1 (0.72%) VBA
Qualifications
1 82 (59.42%) Degree
2 60 (43.48%) Numerate Degree
3 11 (7.97%) Computer Science Degree
4 3 (2.17%) CCIE
4 3 (2.17%) Cisco Certification
4 3 (2.17%) JNCIE
Quality Assurance & Compliance
1 5 (3.62%) Data Quality
2 3 (2.17%) Accessibility
3 1 (0.72%) PMO
3 1 (0.72%) QA
System Software
1 19 (13.77%) Docker
2 2 (1.45%) HDFS
3 1 (0.72%) Virtual Machines
Systems Management
1 14 (10.14%) Terraform
2 13 (9.42%) Ansible
3 7 (5.07%) Kubernetes
4 4 (2.90%) Opscode Chef
4 4 (2.90%) Puppet
5 1 (0.72%) Hadoop YARN
Vendors
1 11 (7.97%) Microsoft
2 10 (7.25%) Databricks
3 8 (5.80%) Oracle
4 5 (3.62%) Cisco
4 5 (3.62%) StreamSets
5 3 (2.17%) IBM
5 3 (2.17%) Juniper
5 3 (2.17%) NVIDIA
5 3 (2.17%) YouTube
6 2 (1.45%) CheckPoint
6 2 (1.45%) Talend
7 1 (0.72%) Google
7 1 (0.72%) Informatica