Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Modelling over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
England > North West
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 355 352 328
Rank change year-on-year -3 -24 +44
Permanent jobs citing Predictive Modelling 19 13 38
As % of all permanent IT jobs advertised in the North West 0.14% 0.11% 0.29%
As % of the Processes & Methodologies category 0.16% 0.12% 0.33%
Number of salaries quoted 18 10 5
North West median annual salary £60,000 £40,000 £35,000
Median salary % change year-on-year +50.00% +14.29% +55.56%
10th Percentile £32,850 £34,750 £25,250
90th Percentile £72,875 £50,000 £46,750
England median annual salary £57,500 £52,500 £55,000
% change year-on-year +9.52% -4.55% -12.00%

Predictive Modelling 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 11904 11034 11658
As % of all permanent IT jobs advertised in the North West 89.83% 89.75% 89.47%
Number of salaries quoted 9471 9201 9634
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 Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Predictive Modelling in the North West

Predictive Modelling
Salary Trend in the North West

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

Salary trend for Predictive Modelling in the North West

Predictive Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Predictive Modelling in the North West over the 6 months to 20 November 2017.

Salary histogram for Predictive Modelling in the North West

Predictive Modelling
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 Modelling within the North West region over the 6 months to 20 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 -1 17 £60,000 +45.45% 1
Cheshire - 1 £42,500 -
Predictive Modelling
England

For the 6 months to 20 November 2017, IT jobs citing Predictive Modelling 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 Modelling.

1 14 (73.68%) SAS
2 11 (57.89%) R
3 10 (52.63%) Machine Learning
4 9 (47.37%) Analytics
4 9 (47.37%) Python
4 9 (47.37%) Analytical Skills
5 8 (42.11%) SQL
5 8 (42.11%) Mathematics
6 7 (36.84%) Statistical Modelling
6 7 (36.84%) Stakeholder Management
6 7 (36.84%) Statistical Analysis
7 6 (31.58%) Quantitative Research
8 5 (26.32%) Finance
8 5 (26.32%) Data Mining
8 5 (26.32%) Statistics
8 5 (26.32%) Degree
9 4 (21.05%) Computer Science
9 4 (21.05%) Data Analytics
9 4 (21.05%) SAS Certification
9 4 (21.05%) Creative Thinking
10 3 (15.79%) Scorecard
10 3 (15.79%) Apache Spark
10 3 (15.79%) Algorithms
10 3 (15.79%) SPSS
10 3 (15.79%) PhD
10 3 (15.79%) Data Warehouse
10 3 (15.79%) Agile Software Development
10 3 (15.79%) Big Data
10 3 (15.79%) Relational Database
10 3 (15.79%) Hadoop

Predictive Modelling
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 14 (73.68%) SAS
2 3 (15.79%) Apache Spark
Applications
1 3 (15.79%) SPSS
Cloud Services
1 1 (5.26%) Cortana Intelligence Suite
Database & Business Intelligence
1 5 (26.32%) Data Mining
2 3 (15.79%) Big Data
2 3 (15.79%) Data Warehouse
2 3 (15.79%) Hadoop
2 3 (15.79%) Relational Database
3 2 (10.53%) NoSQL
4 1 (5.26%) Power BI
4 1 (5.26%) SAS EBI
4 1 (5.26%) SQL Server Analysis Services
4 1 (5.26%) SQL Server Integration Services
4 1 (5.26%) SQL Server Reporting Services
General
1 5 (26.32%) Finance
2 1 (5.26%) Games
2 1 (5.26%) Legal
2 1 (5.26%) Marketing
2 1 (5.26%) Retail
Job Titles
1 8 (42.11%) Analyst
2 7 (36.84%) Data Scientist
3 5 (26.32%) Machine Learning Scientist
3 5 (26.32%) Senior Analyst
4 3 (15.79%) Insight Analyst
5 2 (10.53%) Senior Data Scientist
6 1 (5.26%) Analytics Manager
6 1 (5.26%) Customer Analyst
6 1 (5.26%) Customer Insight Analyst
6 1 (5.26%) Developer
6 1 (5.26%) Implementation Manager
6 1 (5.26%) Senior Insight Analyst
Libraries, Frameworks & Software Standards
1 1 (5.26%) Drools
Miscellaneous
1 9 (47.37%) Analytical Skills
2 4 (21.05%) Computer Science
3 3 (15.79%) Algorithms
4 1 (5.26%) Online Games
Processes & Methodologies
1 10 (52.63%) Machine Learning
2 9 (47.37%) Analytics
3 8 (42.11%) Mathematics
4 7 (36.84%) Stakeholder Management
4 7 (36.84%) Statistical Analysis
4 7 (36.84%) Statistical Modelling
5 6 (31.58%) Quantitative Research
6 5 (26.32%) Statistics
7 4 (21.05%) Creative Thinking
7 4 (21.05%) Data Analytics
8 3 (15.79%) Agile Software Development
8 3 (15.79%) Scorecard
9 2 (10.53%) Business Intelligence
9 2 (10.53%) Customer Analytics
9 2 (10.53%) Data Analysis
9 2 (10.53%) Data Modelling
9 2 (10.53%) Deep Learning
9 2 (10.53%) Econometrics
9 2 (10.53%) Neural Network
9 2 (10.53%) Project Management
Programming Languages
1 11 (57.89%) R
2 9 (47.37%) Python
3 8 (42.11%) SQL
4 2 (10.53%) C++
5 1 (5.26%) Java
5 1 (5.26%) MATLAB
Qualifications
1 5 (26.32%) Degree
2 4 (21.05%) SAS Certification
3 3 (15.79%) PhD
4 2 (10.53%) Master's Degree
4 2 (10.53%) Numerate Degree
Systems Management
1 1 (5.26%) EMC NetWorker
Vendors
1 1 (5.26%) IBM
1 1 (5.26%) Microsoft
1 1 (5.26%) Tableau