Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Predictive Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Analytics over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Analytics
England > North West
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 331 348 368
Rank change year-on-year +17 +20 +16
Permanent jobs citing Predictive Analytics 43 7 10
As % of all permanent IT jobs advertised in the North West 0.33% 0.056% 0.077%
As % of the Processes & Methodologies category 0.36% 0.063% 0.086%
Number of salaries quoted 32 6 10
North West median annual salary £55,000 £50,000 £40,750
Median salary % change year-on-year +10.00% +22.70% +1.88%
10th Percentile £28,950 £47,500 £29,750
90th Percentile £76,125 £52,500 £50,125
England median annual salary £65,000 £57,500 £55,000
% change year-on-year +13.04% +4.55% -2.22%

Predictive Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11813 11184 11695
As % of all permanent IT jobs advertised in the North West 89.82% 89.74% 89.47%
Number of salaries quoted 9390 9336 9669
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +1.27%
10th Percentile £26,250 £26,250 £24,750
90th Percentile £65,000 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Predictive Analytics
Job Vacancy Trend in the North West

Job postings citing Predictive Analytics as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Predictive Analytics in the North West

Predictive Analytics
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Predictive Analytics in the North West.

Salary trend for Predictive Analytics in the North West

Predictive Analytics
Salary Histogram in the North West

The salary distribution of IT jobs citing Predictive Analytics in the North West over the 6 months to 18 November 2017.

Salary histogram for Predictive Analytics in the North West

Predictive Analytics
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Analytics within the North West region over the 6 months to 18 November 2017. 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
Manchester +13 34 £55,000 +10.00%
Cheshire - 6 £80,000 -
Predictive Analytics
England

For the 6 months to 18 November 2017, IT jobs citing Predictive Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Predictive Analytics.

1 43 (100.00%) Analytics
2 22 (51.16%) Machine Learning
2 22 (51.16%) Agile Software Development
3 20 (46.51%) Python
4 18 (41.86%) Java
4 18 (41.86%) JavaScript
5 15 (34.88%) TDD
5 15 (34.88%) Big Data
6 14 (32.56%) Scrum
6 14 (32.56%) HTML
7 12 (27.91%) Amazon AWS
7 12 (27.91%) R
8 11 (25.58%) Visualisation
8 11 (25.58%) Microsoft Azure
8 11 (25.58%) Business Intelligence
9 10 (23.26%) Finance
9 10 (23.26%) Web Services
9 10 (23.26%) Test Automation
9 10 (23.26%) Data Visualisation
9 10 (23.26%) MongoDB
9 10 (23.26%) Data Analytics
9 10 (23.26%) User Experience
10 9 (20.93%) NoSQL
10 9 (20.93%) Continuous Integration
10 9 (20.93%) HTML5
10 9 (20.93%) Software Engineering
11 8 (18.60%) Hadoop
11 8 (18.60%) Git (software)
11 8 (18.60%) Relational Database
12 7 (16.28%) Tableau

Predictive Analytics
Co-occurring IT Skills in the North West 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 6 (13.95%) Apache Spark
1 6 (13.95%) SAS
2 5 (11.63%) BizTalk Server
2 5 (11.63%) SharePoint
2 5 (11.63%) WebLogic
2 5 (11.63%) WebSphere
Applications
1 4 (9.30%) Microsoft Office
2 2 (4.65%) Chatbot
Cloud Services
1 12 (27.91%) Amazon AWS
2 11 (25.58%) Microsoft Azure
3 1 (2.33%) Amazon S3
3 1 (2.33%) SaaS
Communications & Networking
1 4 (9.30%) SSL
2 3 (6.98%) HTTP
2 3 (6.98%) Skype
3 1 (2.33%) TCP/IP
Database & Business Intelligence
1 15 (34.88%) Big Data
2 10 (23.26%) MongoDB
3 9 (20.93%) NoSQL
4 8 (18.60%) Hadoop
4 8 (18.60%) Relational Database
5 7 (16.28%) QlikView
6 5 (11.63%) RDBMS
7 4 (9.30%) Apache Cassandra
7 4 (9.30%) CouchDB
7 4 (9.30%) SQL Server Reporting Services
8 3 (6.98%) Apache Hive
8 3 (6.98%) Data Warehouse
9 2 (4.65%) Power BI
9 2 (4.65%) SQL Server
10 1 (2.33%) Data Mining
10 1 (2.33%) OLAP
10 1 (2.33%) OLAP Cube
10 1 (2.33%) Oracle BI EE
10 1 (2.33%) SQL Server Analysis Services
10 1 (2.33%) SQL Server Integration Services
Development Applications
1 8 (18.60%) Git (software)
2 5 (11.63%) Maven
3 1 (2.33%) Team Foundation Server
3 1 (2.33%) Visual Studio
General
1 10 (23.26%) Finance
2 6 (13.95%) Banking
3 5 (11.63%) Law
4 3 (6.98%) Games
5 1 (2.33%) Back Office
5 1 (2.33%) Electronics
Job Titles
1 11 (25.58%) Developer
2 9 (20.93%) Software Engineer
3 6 (13.95%) Java Developer
4 5 (11.63%) Analyst
5 4 (9.30%) Data Scientist
5 4 (9.30%) Lead Developer
6 3 (6.98%) Architect
6 3 (6.98%) Consultant
6 3 (6.98%) Data Architect
6 3 (6.98%) Data Consultant
6 3 (6.98%) Data Manager
6 3 (6.98%) Senior Developer
6 3 (6.98%) Senior Software Engineer
7 2 (4.65%) Big Data Architect
7 2 (4.65%) Big Data Consultant
7 2 (4.65%) C# Software Engineer
7 2 (4.65%) Data Analytics Manager
7 2 (4.65%) Senior C# Software Engineer
7 2 (4.65%) Senior Data Scientist
7 2 (4.65%) Technical Leader
Libraries, Frameworks & Software Standards
1 14 (32.56%) HTML
2 10 (23.26%) Web Services
3 9 (20.93%) HTML5
4 6 (13.95%) .NET
4 6 (13.95%) J2EE
5 5 (11.63%) ASP.NET
5 5 (11.63%) ASP.NET MVC
5 5 (11.63%) ASP.NET Web API
5 5 (11.63%) CSS
5 5 (11.63%) CSS3
5 5 (11.63%) JSON
5 5 (11.63%) Middleware
5 5 (11.63%) Node.js
5 5 (11.63%) React
5 5 (11.63%) RESTful
5 5 (11.63%) XML
5 5 (11.63%) XSL
6 3 (6.98%) .NET Core
6 3 (6.98%) AngularJS
6 3 (6.98%) React Native
Miscellaneous
1 10 (23.26%) User Experience
2 7 (16.28%) Algorithms
2 7 (16.28%) Analytical Skills
3 6 (13.95%) Greenfield Project
3 6 (13.95%) Mobile App
4 5 (11.63%) Life Science
4 5 (11.63%) Online Banking
5 1 (2.33%) Data Structures
5 1 (2.33%) Driving Licence
5 1 (2.33%) Management Information System
Operating Systems
1 3 (6.98%) Android
1 3 (6.98%) Apple iOS
2 1 (2.33%) Windows
Processes & Methodologies
1 43 (100.00%) Analytics
2 22 (51.16%) Agile Software Development
2 22 (51.16%) Machine Learning
3 15 (34.88%) TDD
4 14 (32.56%) Scrum
5 11 (25.58%) Business Intelligence
5 11 (25.58%) Visualisation
6 10 (23.26%) Data Analytics
6 10 (23.26%) Data Visualisation
6 10 (23.26%) Test Automation
7 9 (20.93%) Continuous Integration
7 9 (20.93%) Software Engineering
8 7 (16.28%) Mathematics
9 6 (13.95%) Data Management
10 5 (11.63%) Code Coverage
10 5 (11.63%) Informatics
10 5 (11.63%) Performance Testing
10 5 (11.63%) Rapid Prototyping
10 5 (11.63%) Unit Testing
10 5 (11.63%) Waterfall
Programming Languages
1 20 (46.51%) Python
2 18 (41.86%) Java
2 18 (41.86%) JavaScript
3 12 (27.91%) R
4 7 (16.28%) Scala
4 7 (16.28%) SQL
5 6 (13.95%) C#
5 6 (13.95%) Ruby
6 3 (6.98%) Apple Swift
6 3 (6.98%) MATLAB
6 3 (6.98%) Objective-C
7 2 (4.65%) C++
8 1 (2.33%) T-SQL
Qualifications
1 2 (4.65%) Degree
1 2 (4.65%) PhD
2 1 (2.33%) Numerate Degree
Quality Assurance & Compliance
1 4 (9.30%) Data Quality
2 1 (2.33%) GDPR
2 1 (2.33%) QA
Vendors
1 7 (16.28%) Tableau
2 5 (11.63%) Microsoft
3 3 (6.98%) Cloudera
3 3 (6.98%) Hortonworks
3 3 (6.98%) Xamarin
4 2 (4.65%) Oracle
5 1 (2.33%) Apple
5 1 (2.33%) Google