Period
to

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 24 May 2022 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
24 May 2022
Same period 2021 Same period 2020
Rank 158 100 153
Rank change year-on-year -58 +53 +51
Permanent jobs citing Big Data 122 146 59
As % of all permanent jobs advertised in Yorkshire 1.68% 2.78% 1.27%
As % of the Database & Business Intelligence category 8.11% 10.47% 4.79%
Number of salaries quoted 55 124 42
10th Percentile £49,250 - £45,100
25th Percentile £54,375 £45,000 £47,813
Median annual salary (50th Percentile) £70,000 £55,000 £55,000
Median % change year-on-year +27.27% - +7.32%
75th Percentile £87,500 £65,000 £73,438
90th Percentile - - £82,500
England median annual salary £80,000 £66,250 £68,500
% change year-on-year +20.75% -3.28% -2.14%

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 1,504 1,395 1,231
As % of all permanent IT jobs advertised in Yorkshire 20.72% 26.52% 26.47%
Number of salaries quoted 1,033 1,162 1,064
10th Percentile £31,250 £31,250 £30,000
25th Percentile £38,000 £37,000 £35,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +5.88%
75th Percentile £62,500 £60,000 £57,500
90th Percentile £77,500 £65,000 £65,000
England median annual salary £60,000 £55,000 £55,000
% 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 24 May 2022.

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 24 May 2022. 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
Jobs
West Yorkshire -74 83 £68,750 +25.00% 2
North Yorkshire - 27 £55,000 -
South Yorkshire -32 11 £70,000 +27.27%
Big Data
England

For the 6 months to 24 May 2022, 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 67 (54.92%) Java
2 60 (49.18%) Analytics
3 52 (42.62%) Python
4 51 (41.80%) AWS
5 46 (37.70%) Data Pipeline
6 43 (35.25%) Agile
7 42 (34.43%) Azure
7 42 (34.43%) Kafka
8 40 (32.79%) SQL
8 40 (32.79%) Kubernetes
9 38 (31.15%) Apache Spark
10 35 (28.69%) DevOps
11 33 (27.05%) Retail
12 31 (25.41%) Data Lake
13 29 (23.77%) Linux
13 29 (23.77%) Redis
14 28 (22.95%) PostgreSQL
15 26 (21.31%) Scrum
15 26 (21.31%) Hadoop
16 24 (19.67%) Data Structures
16 24 (19.67%) Collaborative Working
16 24 (19.67%) OO
17 23 (18.85%) Twitter
18 22 (18.03%) Data Analytics
18 22 (18.03%) Test Automation
18 22 (18.03%) Spring
19 21 (17.21%) Security Cleared
19 21 (17.21%) Databricks
20 20 (16.39%) Data Engineering
20 20 (16.39%) Azure Data Factory

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 38 (31.15%) Apache Spark
2 17 (13.93%) Apache Solr
3 12 (9.84%) Apache
4 7 (5.74%) SAS
5 6 (4.92%) Confluence
6 2 (1.64%) Apache Pig
Applications
1 7 (5.74%) Microsoft Excel
1 7 (5.74%) SPSS
Cloud Services
1 51 (41.80%) AWS
2 42 (34.43%) Azure
3 20 (16.39%) Azure Data Factory
4 13 (10.66%) Azure Synapse Analytics
5 9 (7.38%) GCP
6 5 (4.10%) OpenShift
6 5 (4.10%) PaaS
7 4 (3.28%) Serverless
8 3 (2.46%) GitHub
8 3 (2.46%) GitHub Actions
9 2 (1.64%) Amazon EC2
9 2 (1.64%) Azure Cosmos DB
9 2 (1.64%) Azure Event Grid
9 2 (1.64%) Azure Functions
9 2 (1.64%) Azure Monitor
9 2 (1.64%) Azure Service Bus
9 2 (1.64%) Cloud Computing
9 2 (1.64%) SaaS
9 2 (1.64%) Salesforce Sales Cloud
9 2 (1.64%) Salesforce Service Cloud
Communications & Networking
1 1 (0.82%) MQTT
1 1 (0.82%) SAN
Database & Business Intelligence
1 31 (25.41%) Data Lake
2 29 (23.77%) Redis
3 28 (22.95%) PostgreSQL
4 26 (21.31%) Hadoop
5 19 (15.57%) Data Warehouse
6 17 (13.93%) Metadata
6 17 (13.93%) MySQL
7 12 (9.84%) NoSQL
8 10 (8.20%) Apache Accumulo
9 7 (5.74%) Apache Cassandra
9 7 (5.74%) BigQuery
9 7 (5.74%) SQL Server
10 5 (4.10%) MongoDB
10 5 (4.10%) SQL Server Analysis Services
10 5 (4.10%) SQL Server Integration Services
11 3 (2.46%) Data Mining
11 3 (2.46%) Relational Database
12 2 (1.64%) Apache Hive
12 2 (1.64%) Enterprise Data Warehouse
12 2 (1.64%) HBase
Development Applications
1 15 (12.30%) Jenkins
2 8 (6.56%) JIRA
3 6 (4.92%) Bitbucket
3 6 (4.92%) Selenium
4 5 (4.10%) Atlassian Bamboo
4 5 (4.10%) Git (software)
4 5 (4.10%) JUnit
5 3 (2.46%) Subversion
5 3 (2.46%) TeamCity
6 1 (0.82%) Cactus
6 1 (0.82%) eggPlant
6 1 (0.82%) Gatling
6 1 (0.82%) Maven
6 1 (0.82%) Octopus Deploy
6 1 (0.82%) Zephyr
General
1 33 (27.05%) Retail
2 15 (12.30%) Social Skills
3 14 (11.48%) Finance
4 9 (7.38%) Analytical Skills
5 7 (5.74%) Games
5 7 (5.74%) Publishing
6 6 (4.92%) Financial Institution
7 2 (1.64%) Marketing
7 2 (1.64%) Social Science
8 1 (0.82%) Legal
8 1 (0.82%) Manufacturing
8 1 (0.82%) Pharmaceutical
8 1 (0.82%) Public Sector
Job Titles
1 27 (22.13%) Developer
2 26 (21.31%) Data Engineer
3 22 (18.03%) Java Developer
3 22 (18.03%) Senior Developer
3 22 (18.03%) Senior Java Developer
4 16 (13.11%) DevOps Engineer
5 13 (10.66%) Architect
5 13 (10.66%) Cloud Engineer
6 11 (9.02%) Software Engineer
7 9 (7.38%) Analyst
7 9 (7.38%) Senior Data Engineer
8 6 (4.92%) Big Data Engineer
8 6 (4.92%) Senior Software Engineer
8 6 (4.92%) Software Architect
9 5 (4.10%) Azure Engineer
9 5 (4.10%) Java Engineer
9 5 (4.10%) Java Software Engineer
9 5 (4.10%) Technical Leader
10 4 (3.28%) Lead Cloud Engineer
10 4 (3.28%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 42 (34.43%) Kafka
2 22 (18.03%) Spring
3 17 (13.93%) PySpark
3 17 (13.93%) Spark Streaming
4 10 (8.20%) LAMP
5 9 (7.38%) .NET
6 8 (6.56%) RESTful
6 8 (6.56%) Web Services
7 6 (4.92%) AngularJS
7 6 (4.92%) WSDL
7 6 (4.92%) XML
8 5 (4.10%) Angular 2
8 5 (4.10%) Apache Avro
8 5 (4.10%) HTML
8 5 (4.10%) Twitter Bootstrap
8 5 (4.10%) Visualforce
9 3 (2.46%) CSS
9 3 (2.46%) HTML5
10 2 (1.64%) Apache Flex
10 2 (1.64%) NumPy
Miscellaneous
1 24 (19.67%) Data Structures
2 20 (16.39%) IoT
3 17 (13.93%) Social Media
4 12 (9.84%) Algorithms
5 8 (6.56%) Hybrid Cloud
5 8 (6.56%) Management Information System
6 6 (4.92%) Greenfield Project
6 6 (4.92%) User Experience
7 4 (3.28%) Linux Command Line
7 4 (3.28%) NHS
8 2 (1.64%) Data Centre
9 1 (0.82%) Blockchain
9 1 (0.82%) Clustering
9 1 (0.82%) Data Protection Act
9 1 (0.82%) Enterprise Software
9 1 (0.82%) Legacy Systems
9 1 (0.82%) Mobile App
9 1 (0.82%) Public Cloud
9 1 (0.82%) Replication
Operating Systems
1 29 (23.77%) Linux
2 14 (11.48%) Unix
3 2 (1.64%) Windows
4 1 (0.82%) Windows Server
Processes & Methodologies
1 60 (49.18%) Analytics
2 46 (37.70%) Data Pipeline
3 43 (35.25%) Agile
4 35 (28.69%) DevOps
5 26 (21.31%) Scrum
6 24 (19.67%) Collaborative Working
6 24 (19.67%) OO
7 22 (18.03%) Data Analytics
7 22 (18.03%) Test Automation
8 20 (16.39%) CI/CD
8 20 (16.39%) Data Engineering
8 20 (16.39%) ETL
9 19 (15.57%) Machine Learning
10 18 (14.75%) Software Engineering
11 17 (13.93%) Data Ingestion
11 17 (13.93%) Mentoring
12 16 (13.11%) TDD
13 15 (12.30%) Open Source
14 13 (10.66%) Microservices
15 12 (9.84%) SDLC
Programming Languages
1 67 (54.92%) Java
2 52 (42.62%) Python
3 40 (32.79%) SQL
4 12 (9.84%) JavaScript
4 12 (9.84%) R
5 10 (8.20%) Perl
5 10 (8.20%) Ruby
6 7 (5.74%) Scala
6 7 (5.74%) VBA
7 5 (4.10%) Apex Code
7 5 (4.10%) Shell Script
7 5 (4.10%) T-SQL
8 3 (2.46%) C#
8 3 (2.46%) SOQL
8 3 (2.46%) SOSL
8 3 (2.46%) TypeScript
9 2 (1.64%) Bash
9 2 (1.64%) PowerShell
10 1 (0.82%) PHP
Qualifications
1 21 (17.21%) Security Cleared
2 11 (9.02%) SC Cleared
3 2 (1.64%) Microsoft Certification
4 1 (0.82%) Computer Science Degree
4 1 (0.82%) Degree
4 1 (0.82%) Master's Degree
4 1 (0.82%) TOGAF Certification
Quality Assurance & Compliance
1 13 (10.66%) Data Quality
2 6 (4.92%) QA
3 1 (0.82%) SLA
System Software
1 17 (13.93%) Docker
2 5 (4.10%) VMware Infrastructure
3 2 (1.64%) Apache Flume
3 2 (1.64%) Apache ZooKeeper
Systems Management
1 40 (32.79%) Kubernetes
2 10 (8.20%) Opscode Chef
2 10 (8.20%) Puppet
3 8 (6.56%) Terraform
4 6 (4.92%) Ansible
4 6 (4.92%) Rancher
5 5 (4.10%) FreeIPA
6 1 (0.82%) Hadoop YARN
Vendors
1 23 (18.85%) Twitter
2 21 (17.21%) Databricks
3 20 (16.39%) Microsoft
4 11 (9.02%) Oracle
5 10 (8.20%) Checkmarx
5 10 (8.20%) Google
6 8 (6.56%) Salesforce.com
6 8 (6.56%) SAP
7 5 (4.10%) Red Hat
7 5 (4.10%) VMware
8 4 (3.28%) Atlassian
9 2 (1.64%) Hortonworks
9 2 (1.64%) Informatica
10 1 (0.82%) Apple
10 1 (0.82%) HP
10 1 (0.82%) IBM
10 1 (0.82%) NetApp
10 1 (0.82%) Zend