Period
to 16 January 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 16 January 2019 with a comparison to the same period in the previous 2 years.

Big Data
England > Yorkshire
6 months to
16 Jan 2019
Same period 2018 Same period 2017
Rank 200 199 204
Rank change year-on-year -1 +5 +34
Permanent jobs citing Big Data 79 104 132
As % of all permanent IT jobs advertised in Yorkshire 1.06% 1.08% 1.23%
As % of the Database & Business Intelligence category 4.11% 3.94% 4.09%
Number of salaries quoted 72 91 131
Yorkshire median annual salary £52,500 £47,500 £55,000
Median salary % change year-on-year +10.53% -13.64% +15.79%
10th Percentile £40,125 £34,075 £41,250
90th Percentile £110,000 £73,750 £82,500
England median annual salary £70,000 £65,000 £62,500
% change year-on-year +7.69% +4.00% +0.81%

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 1,923 2,639 3,224
As % of all permanent IT jobs advertised in Yorkshire 25.90% 27.53% 30.00%
Number of salaries quoted 1,626 2,295 2,803
Yorkshire median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £27,938 £27,500 £27,500
90th Percentile £57,500 £58,750 £57,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +3.26%

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 16 January 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 16 January 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 +15 48 £52,500 +10.53% 15
South Yorkshire 0 16 £100,000 +122.22% 2
North Yorkshire -15 15 £45,000 -10.00%
Big Data
England

For the 6 months to 16 January 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 51 (64.56%) SQL
2 40 (50.63%) Hadoop
3 35 (44.30%) Python
4 29 (36.71%) Analytics
5 28 (35.44%) Amazon AWS
5 28 (35.44%) Apache Spark
5 28 (35.44%) Oracle
6 27 (34.18%) Agile Software Development
6 27 (34.18%) DevOps
7 26 (32.91%) Finance
8 23 (29.11%) Java
9 21 (26.58%) SQL Server
9 21 (26.58%) NoSQL
9 21 (26.58%) Kafka
10 20 (25.32%) Machine Learning
10 20 (25.32%) Microsoft Azure
11 19 (24.05%) Coaching
11 19 (24.05%) Data Analysis
11 19 (24.05%) Software Engineering
12 18 (22.78%) Node.js
13 17 (21.52%) Data Integration
14 16 (20.25%) ETL
14 16 (20.25%) Scala
14 16 (20.25%) Apache Cassandra
15 15 (18.99%) Data Engineering
16 14 (17.72%) PostgreSQL
16 14 (17.72%) Apache Hive
17 13 (16.46%) MongoDB
17 13 (16.46%) GitHub
17 13 (16.46%) Hortonworks

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 28 (35.44%) Apache Spark
2 6 (7.59%) Skype for Business
3 5 (6.33%) Elasticsearch
4 4 (5.06%) Oracle SOA Suite
5 2 (2.53%) Apache
5 2 (2.53%) ArcGIS
5 2 (2.53%) GeoServer
6 1 (1.27%) CMS
6 1 (1.27%) Drupal
6 1 (1.27%) nginx
6 1 (1.27%) SAS
6 1 (1.27%) WordPress
Applications
1 6 (7.59%) Microsoft Excel
Cloud Services
1 28 (35.44%) Amazon AWS
2 20 (25.32%) Microsoft Azure
3 13 (16.46%) GitHub
4 7 (8.86%) IBM Cloud
5 6 (7.59%) IaaS
5 6 (7.59%) PaaS
6 5 (6.33%) Cloud Computing
7 2 (2.53%) Google Cloud Platform
8 1 (1.27%) Serverless
Communications & Networking
1 6 (7.59%) DNS
1 6 (7.59%) Fibre Channel
2 1 (1.27%) Internet
Database & Business Intelligence
1 40 (50.63%) Hadoop
2 21 (26.58%) NoSQL
2 21 (26.58%) SQL Server
3 16 (20.25%) Apache Cassandra
4 14 (17.72%) Apache Hive
4 14 (17.72%) PostgreSQL
5 13 (16.46%) MongoDB
5 13 (16.46%) Spark SQL
6 12 (15.19%) DB2
6 12 (15.19%) HBase
7 11 (13.92%) Sqoop
8 9 (11.39%) Power BI
9 8 (10.13%) MySQL
9 8 (10.13%) Relational Database
10 6 (7.59%) Azure SQL Database
11 5 (6.33%) Data Lake
11 5 (6.33%) RDBMS
11 5 (6.33%) SQL Server Integration Services
12 4 (5.06%) Data Warehouse
12 4 (5.06%) Redis
Development Applications
1 7 (8.86%) Git (software)
2 4 (5.06%) Jenkins
2 4 (5.06%) JIRA
2 4 (5.06%) Maven
3 2 (2.53%) Aptana Studio
4 1 (1.27%) Grunt
4 1 (1.27%) gulp
General
1 26 (32.91%) Finance
2 4 (5.06%) Marketing
2 4 (5.06%) Retail
3 2 (2.53%) Legal
4 1 (1.27%) Law
Job Titles
1 16 (20.25%) Analyst
2 15 (18.99%) Data Engineer
2 15 (18.99%) Developer
3 14 (17.72%) Cloud Engineer
4 13 (16.46%) Big Data Engineer
5 10 (12.66%) Architect
5 10 (12.66%) Cybersecurity Analyst
5 10 (12.66%) Python Engineer
6 8 (10.13%) Cloud Software Engineer
6 8 (10.13%) JavaScript Developer
6 8 (10.13%) JavaScript Engineer
6 8 (10.13%) Software Engineer
7 7 (8.86%) Cloud Developer
7 7 (8.86%) Developer/Software Engineer
7 7 (8.86%) Node.js Developer
7 7 (8.86%) Software Developer
8 6 (7.59%) Infrastructure Engineer
8 6 (7.59%) IT Trainer
8 6 (7.59%) Trainer
8 6 (7.59%) Windows Engineer
Libraries, Frameworks & Software Standards
1 21 (26.58%) Kafka
2 18 (22.78%) Node.js
3 13 (16.46%) Spark Streaming
4 11 (13.92%) Middleware
5 10 (12.66%) AngularJS
6 7 (8.86%) RESTful
7 6 (7.59%) React
8 5 (6.33%) TensorFlow
9 4 (5.06%) Elastic Stack
9 4 (5.06%) Memcached
9 4 (5.06%) XML
10 3 (3.80%) CSS
10 3 (3.80%) HTML
11 2 (2.53%) .NET
11 2 (2.53%) Leaflet
11 2 (2.53%) OpenLayers
11 2 (2.53%) PostGIS
11 2 (2.53%) Sass
12 1 (1.27%) LAPP Stack
12 1 (1.27%) Vue.js
Miscellaneous
1 7 (8.86%) Analytical Skills
2 6 (7.59%) Data Structures
2 6 (7.59%) e-Learning
3 5 (6.33%) Algorithms
3 5 (6.33%) Cloud Native
4 4 (5.06%) Mobile App
5 2 (2.53%) Self-Motivation
5 2 (2.53%) User Experience
6 1 (1.27%) Greenfield Project
6 1 (1.27%) Life Science
Operating Systems
1 13 (16.46%) Unix
2 6 (7.59%) Windows
3 5 (6.33%) Linux
4 4 (5.06%) CentOS
Processes & Methodologies
1 29 (36.71%) Analytics
2 27 (34.18%) Agile Software Development
2 27 (34.18%) DevOps
3 20 (25.32%) Machine Learning
4 19 (24.05%) Coaching
4 19 (24.05%) Data Analysis
4 19 (24.05%) Software Engineering
5 17 (21.52%) Data Integration
6 16 (20.25%) ETL
7 15 (18.99%) Data Engineering
8 12 (15.19%) Cybersecurity
8 12 (15.19%) Information Security
8 12 (15.19%) Mentoring
9 11 (13.92%) Data Analytics
9 11 (13.92%) Data Reconciliation
9 11 (13.92%) Data Transformation
9 11 (13.92%) Use Case
10 10 (12.66%) Data Modelling
11 9 (11.39%) Continuous Integration
11 9 (11.39%) Technical Leadership
Programming Languages
1 51 (64.56%) SQL
2 35 (44.30%) Python
3 23 (29.11%) Java
4 16 (20.25%) Scala
5 10 (12.66%) JavaScript
5 10 (12.66%) R
6 6 (7.59%) PowerShell
7 4 (5.06%) Java 8
8 2 (2.53%) C#
8 2 (2.53%) PHP
9 1 (1.27%) HiveQL
9 1 (1.27%) MATLAB
9 1 (1.27%) Ruby
9 1 (1.27%) T-SQL
Qualifications
1 12 (15.19%) CISA
1 12 (15.19%) CISM
1 12 (15.19%) CISSP
2 7 (8.86%) Degree
3 4 (5.06%) Security Cleared
4 2 (2.53%) CEH
4 2 (2.53%) CSSLP
4 2 (2.53%) GIAC
4 2 (2.53%) SANS
4 2 (2.53%) SSCP
Quality Assurance & Compliance
1 10 (12.66%) QA
2 3 (3.80%) Data Quality
3 1 (1.27%) GDPR
System Software
1 13 (16.46%) HDFS
2 11 (13.92%) Apache Flume
3 6 (7.59%) Active Directory
3 6 (7.59%) VMware Infrastructure
4 1 (1.27%) Docker
Systems Management
1 13 (16.46%) Oozie
2 5 (6.33%) Hadoop YARN
3 4 (5.06%) Opscode Chef
3 4 (5.06%) Puppet
3 4 (5.06%) Terraform
Vendors
1 28 (35.44%) Oracle
2 13 (16.46%) Hortonworks
3 11 (13.92%) Cloudera
4 10 (12.66%) Sybase
4 10 (12.66%) Tableau
5 8 (10.13%) IBM
6 7 (8.86%) Microsoft
7 6 (7.59%) Brocade
7 6 (7.59%) Citrix
7 6 (7.59%) Dell
7 6 (7.59%) Google
7 6 (7.59%) VMware
8 2 (2.53%) Mapinfo
9 1 (1.27%) Splunk
9 1 (1.27%) Talend