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 3 months to 27 March 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
England / North West
3 months to
27 Mar 2017
Same period 2016 Same period 2015
Rank 231 233 254
Rank change year-on-year +2 +21  
Permanent jobs citing Predictive Modelling 16 3 4
As % of all permanent IT jobs advertised in the North West 0.26% 0.053% 0.060%
As % of the Processes & Methodologies category 0.29% 0.060% 0.068%
Number of salaries quoted 13 2 4
Median salary £50,000 £32,000 £39,000
Median salary % change year-on-year +56.25% -17.94%  
90% offered a salary of more than £36,000 £21,600 £23,600
10% offered a salary of more than £57,000 £42,400 £44,250
UK excluding London median salary £45,000 £60,000 £40,000
% change year-on-year -25.00% +50.00%  

Predictive Modelling is in the process and methodology skills category. The next 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 and methodology skills.

Process & Methodology Skills
North West
Permanent job vacancies with a requirement for process and methodology skills 5510 4996 5898
As % of all permanent IT job vacancies advertised in the North West 90.45% 87.88% 88.51%
Number of salaries quoted 4582 4155 4746
Median salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25%  
90% offered a salary of more than £30,000 £28,000 £27,500
10% offered a salary of more than £60,000 £57,500 £60,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Predictive Modelling
Job Vacancy Trend in the North West

The job posting trend of jobs advertised in the North West citing Predictive Modelling as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 27 March 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 3 months to 27 March 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester -12 12 £50,000 +11.11% 2
Cheshire +8 2 £53,750 +182.89%
Merseyside - 2 £35,000 -
Predictive Modelling
England

Predictive Modelling
Top 30 Co-occurring IT Skills in the North West

For the 6 months to 27 March 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 18 (78.26%) SQL
2 16 (69.57%) PhD
3 14 (60.87%) Python
3 14 (60.87%) R
3 14 (60.87%) Analytical Skills
4 13 (56.52%) Decision Tree
5 12 (52.17%) Machine Learning
6 11 (47.83%) Statistical Analysis
6 11 (47.83%) Statistics
7 10 (43.48%) Visualisation
8 9 (39.13%) Tableau
9 7 (30.43%) Statistical Modelling
9 7 (30.43%) Mathematics
9 7 (30.43%) Data Analysis
9 7 (30.43%) SAS
10 6 (26.09%) Agile Software Development
10 6 (26.09%) Data Modelling
10 6 (26.09%) Logistic Regression
10 6 (26.09%) Analytics
10 6 (26.09%) Linear Regression
11 5 (21.74%) Relational Database
11 5 (21.74%) Big Data
11 5 (21.74%) Degree
11 5 (21.74%) Predictive Analytics
11 5 (21.74%) Data Cleansing
11 5 (21.74%) Data Mining
12 4 (17.39%) Games
12 4 (17.39%) VBA
12 4 (17.39%) C++
12 4 (17.39%) QlikView

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 7 (30.43%) SAS
2 2 (8.70%) Apache Spark
3 1 (4.35%) Apache
3 1 (4.35%) Apache Pig
3 1 (4.35%) SharePoint
Applications
1 1 (4.35%) MS Excel
1 1 (4.35%) MS Office
1 1 (4.35%) MS PowerPoint
1 1 (4.35%) SPSS
Business Applications
1 1 (4.35%) Eloqua
1 1 (4.35%) FastStats
1 1 (4.35%) SAP InfiniteInsight
Cloud Services
1 1 (4.35%) Office 365
Database & Business Intelligence
1 5 (21.74%) Big Data
1 5 (21.74%) Data Mining
1 5 (21.74%) Relational Database
2 4 (17.39%) NoSQL
2 4 (17.39%) QlikView
3 3 (13.04%) Hadoop
4 2 (8.70%) Apache Hive
4 2 (8.70%) Data Warehouse
4 2 (8.70%) SQL Server Reporting Services
5 1 (4.35%) Amazon QuickSight
5 1 (4.35%) Power BI
5 1 (4.35%) SAS Enterprise Miner
5 1 (4.35%) Yellowfin
General
1 4 (17.39%) Games
2 3 (13.04%) Marketing
3 2 (8.70%) Legal
4 1 (4.35%) Telecoms
Job Titles
1 12 (52.17%) Data Scientist
2 6 (26.09%) Analyst
3 5 (21.74%) Data Modeller
4 3 (13.04%) Insight Analyst
5 2 (8.70%) Business Intelligence Analyst
5 2 (8.70%) Customer Analyst
5 2 (8.70%) SQL Analyst
6 1 (4.35%) CRM Analyst
6 1 (4.35%) Customer Insight Analyst
6 1 (4.35%) Data Analyst
6 1 (4.35%) Data Insight Analyst
6 1 (4.35%) Insight Data Analyst
6 1 (4.35%) IT Analyst
6 1 (4.35%) Machine Learning Scientist
6 1 (4.35%) Salesforce Analyst
6 1 (4.35%) SAS Analyst
6 1 (4.35%) Senior Data Scientist
Miscellaneous
1 14 (60.87%) Analytical Skills
2 3 (13.04%) Algorithms
2 3 (13.04%) Computer Science
3 1 (4.35%) Digital Media
3 1 (4.35%) Mobile Games
Operating Systems
1 2 (8.70%) Linux
1 2 (8.70%) Unix
Processes & Methodologies
1 13 (56.52%) Decision Tree
2 12 (52.17%) Machine Learning
3 11 (47.83%) Statistical Analysis
3 11 (47.83%) Statistics
4 10 (43.48%) Visualisation
5 7 (30.43%) Data Analysis
5 7 (30.43%) Mathematics
5 7 (30.43%) Statistical Modelling
6 6 (26.09%) Agile Software Development
6 6 (26.09%) Analytics
6 6 (26.09%) Data Modelling
6 6 (26.09%) Linear Regression
6 6 (26.09%) Logistic Regression
7 5 (21.74%) Data Cleansing
7 5 (21.74%) Predictive Analytics
8 4 (17.39%) Bayesian Methods
8 4 (17.39%) Data Visualisation
8 4 (17.39%) Economics
9 3 (13.04%) Deep Learning
9 3 (13.04%) Time Series Analysis
Programming Languages
1 18 (78.26%) SQL
2 14 (60.87%) Python
2 14 (60.87%) R
3 4 (17.39%) C++
3 4 (17.39%) MATLAB
3 4 (17.39%) VBA
4 3 (13.04%) Scala
5 2 (8.70%) C#
5 2 (8.70%) Java
6 1 (4.35%) C
6 1 (4.35%) Shell Script
Qualifications
1 16 (69.57%) PhD
2 5 (21.74%) Degree
Quality Assurance & Compliance
1 2 (8.70%) Data Quality
Vendors
1 9 (39.13%) Tableau
2 1 (4.35%) Minitab
2 1 (4.35%) Salesforce.com
Manchester
Churchill Frank
Salary: £35000 - £45000 per annum + Bonus
Posted: Yesterday
Manchester, Lancashire
Swinton
Salary: From £32,000 to £36,000 per annum
Posted: 20 days ago