Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Statistical Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistical Modelling over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Statistical Modelling
England > North West
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 358 343 353
Rank change year-on-year -15 +10 -1
Permanent jobs citing Statistical Modelling 22 18 13
As % of all permanent IT jobs advertised in the North West 0.17% 0.14% 0.100%
As % of the Processes & Methodologies category 0.18% 0.16% 0.11%
Number of salaries quoted 22 19 9
North West median annual salary £55,000 £30,000 £37,230
Median salary % change year-on-year +83.33% -19.42% +14.55%
10th Percentile £40,750 £27,500 £26,250
90th Percentile £72,125 £50,500 £39,000
England median annual salary £55,000 £45,000 £50,000
% change year-on-year +22.22% -10.00% +11.11%

Statistical 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 11910 11208 11675
As % of all permanent IT jobs advertised in the North West 89.89% 89.76% 89.42%
Number of salaries quoted 9458 9346 9650
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%

Statistical Modelling
Job Vacancy Trend in the North West

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

Job vacancy trend for Statistical Modelling in the North West

Statistical Modelling
Salary Trend in the North West

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

Salary trend for Statistical Modelling in the North West

Statistical Modelling
Salary Histogram in the North West

The salary distribution of IT jobs citing Statistical Modelling in the North West over the 6 months to 24 November 2017.

Salary histogram for Statistical Modelling in the North West

Statistical 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 Statistical Modelling within the North West region over the 6 months to 24 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 +2 16 £57,500 +91.67% 1
Cheshire -32 6 £55,000 +83.33%
Statistical Modelling
England

For the 6 months to 24 November 2017, IT jobs citing Statistical 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 Statistical Modelling.

1 18 (81.82%) Machine Learning
2 17 (77.27%) R
3 14 (63.64%) SAS
4 13 (59.09%) Python
5 12 (54.55%) SQL
5 12 (54.55%) Analytics
6 11 (50.00%) Mathematics
7 8 (36.36%) Computer Science
7 8 (36.36%) Analytical Skills
7 8 (36.36%) Algorithms
8 7 (31.82%) Predictive Modelling
8 7 (31.82%) Stakeholder Management
9 6 (27.27%) Big Data
10 5 (22.73%) Apache Spark
11 4 (18.18%) Finance
11 4 (18.18%) SAS Certification
11 4 (18.18%) SPSS
11 4 (18.18%) Data Modelling
11 4 (18.18%) Agile Software Development
11 4 (18.18%) Banking
11 4 (18.18%) Quantitative Research
11 4 (18.18%) Creative Thinking
11 4 (18.18%) Open Source
11 4 (18.18%) Data Governance
11 4 (18.18%) Degree
11 4 (18.18%) Hadoop
12 3 (13.64%) Data Analytics
12 3 (13.64%) Data Analysis
12 3 (13.64%) Software Engineering
12 3 (13.64%) Data Mining

Statistical 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 (63.64%) SAS
2 5 (22.73%) Apache Spark
3 1 (4.55%) Jupyter
Applications
1 4 (18.18%) SPSS
Cloud Services
1 1 (4.55%) GitHub
Database & Business Intelligence
1 6 (27.27%) Big Data
2 4 (18.18%) Hadoop
3 3 (13.64%) Data Mining
4 2 (9.09%) SQL Server
5 1 (4.55%) Data Warehouse
5 1 (4.55%) Lumira
5 1 (4.55%) NoSQL
5 1 (4.55%) Relational Database
5 1 (4.55%) Text Mining
Development Applications
1 1 (4.55%) Git (software)
General
1 4 (18.18%) Banking
1 4 (18.18%) Finance
2 2 (9.09%) Marketing
2 2 (9.09%) Telecoms
Job Titles
1 12 (54.55%) Data Scientist
2 8 (36.36%) Machine Learning Scientist
3 5 (22.73%) Analyst
4 4 (18.18%) Data Modeller
4 4 (18.18%) Senior Analyst
5 1 (4.55%) Data Analyst
5 1 (4.55%) Machine Learning Specialist
5 1 (4.55%) Process Engineer
Libraries, Frameworks & Software Standards
1 1 (4.55%) CoreNLP
1 1 (4.55%) Keras
1 1 (4.55%) Natural Language Processing
1 1 (4.55%) scikit-learn
1 1 (4.55%) TensorFlow
Miscellaneous
1 8 (36.36%) Algorithms
1 8 (36.36%) Analytical Skills
1 8 (36.36%) Computer Science
2 2 (9.09%) Fintech
2 2 (9.09%) User Experience
3 1 (4.55%) Social Media
Processes & Methodologies
1 18 (81.82%) Machine Learning
2 12 (54.55%) Analytics
3 11 (50.00%) Mathematics
4 7 (31.82%) Predictive Modelling
4 7 (31.82%) Stakeholder Management
5 4 (18.18%) Agile Software Development
5 4 (18.18%) Creative Thinking
5 4 (18.18%) Data Governance
5 4 (18.18%) Data Modelling
5 4 (18.18%) Open Source
5 4 (18.18%) Quantitative Research
6 3 (13.64%) Data Analysis
6 3 (13.64%) Data Analytics
6 3 (13.64%) Software Engineering
7 2 (9.09%) Artificial Intelligence
7 2 (9.09%) Statistics
8 1 (4.55%) Benchmarking
8 1 (4.55%) Business Intelligence
8 1 (4.55%) Neural Network
8 1 (4.55%) Validation
Programming Languages
1 17 (77.27%) R
2 13 (59.09%) Python
3 12 (54.55%) SQL
4 1 (4.55%) Java
4 1 (4.55%) MATLAB
4 1 (4.55%) Scala
Qualifications
1 4 (18.18%) Degree
1 4 (18.18%) SAS Certification
2 2 (9.09%) PhD
Vendors
1 1 (4.55%) SAP