The following table provides summary statistics for permanent job vacancies advertised in England 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 3 months to 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Statistical Modelling
UK / England
Rank 656 724 788
Rank change year-on-year +68 +64  
Permanent jobs citing Statistical Modelling 167 199 150
As % of all permanent IT jobs advertised in England 0.21% 0.21% 0.15%
As % of the Processes & Methodologies category 0.23% 0.23% 0.17%
Number of salaries quoted 146 181 135
Median salary £55,000 £57,500 £52,500
Median salary % change year-on-year -4.34% +9.52%  
90% offered a salary of more than £32,500 £37,500 £38,500
10% offered a salary of more than £85,000 £85,000 £85,000
UK excluding London median salary £42,500 £55,000 £50,000
% change year-on-year -22.72% +10.00%  

Statistical 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 England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 71064 85494 86016
As % of all permanent IT job vacancies advertised in England 89.06% 88.59% 87.00%
Number of salaries quoted 58866 71552 70301
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Statistical Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Statistical Modelling in England

Statistical Modelling
Salary Trend in England

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

Salary trend for Statistical Modelling in England

Statistical Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Statistical Modelling in England over the 3 months to 24 March 2017.

Salary histogram for Statistical Modelling in England

Statistical Modelling
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistical Modelling within the England region over the 3 months to 24 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
London +32 98 £65,000 +8.33% 16
South East +75 22 £62,500 +19.04% 2
West Midlands +19 10 £32,500 -50.00% 3
East of England +28 9 £48,500 -3.00% 2
Yorkshire +22 9 £40,000 +3.89% 3
South West +20 9 £40,000 -11.11%
East Midlands 0 6 £42,500 -22.72%
North West -21 4 £55,000 -15.38% 5
Statistical Modelling
UK

Statistical Modelling
Top 30 Related IT Skills in England

For the 6 months to 24 March 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 England region with a requirement for Statistical Modelling.

1 182 (60.26%) R
2 178 (58.94%) Python
3 175 (57.95%) Analytics
4 168 (55.63%) SQL
5 132 (43.71%) Analytical Skills
6 123 (40.73%) Degree
7 120 (39.74%) SAS
7 120 (39.74%) Machine Learning
8 112 (37.09%) Statistics
9 111 (36.75%) Marketing
9 111 (36.75%) Mathematics
10 94 (31.13%) Big Data
11 85 (28.15%) Hadoop
12 75 (24.83%) Finance
13 70 (23.18%) Algorithms
14 69 (22.85%) Data Mining
15 66 (21.85%) Computer Science
16 64 (21.19%) Data Analysis
17 63 (20.86%) Business Intelligence
17 63 (20.86%) Tableau
18 61 (20.20%) Visualisation
19 59 (19.54%) PhD
20 58 (19.21%) Apache Spark
21 54 (17.88%) Data Analytics
22 47 (15.56%) Java
22 47 (15.56%) Data Modelling
22 47 (15.56%) Predictive Modelling
23 40 (13.25%) SPSS
24 37 (12.25%) Actionable Insight
25 35 (11.59%) MATLAB

Statistical Modelling
Top Related IT Skills in England 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
1 120 (39.74%) SAS
2 58 (19.21%) Apache Spark
3 14 (4.64%) Apache Pig
4 11 (3.64%) Apache
4 11 (3.64%) Elasticsearch
5 6 (1.99%) Tornado
6 5 (1.66%) Apache Airflow
6 5 (1.66%) Luigi
7 4 (1.32%) Jupyter
Applications
1 40 (13.25%) SPSS
2 21 (6.95%) MS Excel
3 16 (5.30%) MS Office
4 12 (3.97%) Stata
5 7 (2.32%) MS PowerPoint
6 5 (1.66%) Spreadsheet
7 2 (0.66%) EViews
8 1 (0.33%) Mathcad
8 1 (0.33%) Simulink
Business Applications
1 3 (0.99%) FastStats
2 1 (0.33%) SAP InfiniteInsight
2 1 (0.33%) SAP Oil and Gas
Cloud Services
1 14 (4.64%) Google Analytics
2 11 (3.64%) Amazon AWS
3 4 (1.32%) Microsoft Azure
4 2 (0.66%) PaaS
5 1 (0.33%) Adobe Analytics
5 1 (0.33%) Amazon EC2
5 1 (0.33%) Amazon EMR
5 1 (0.33%) Amazon S3
5 1 (0.33%) Google Cloud Platform
5 1 (0.33%) Google Play
Communications & Networking
1 4 (1.32%) Symposium
2 3 (0.99%) MVNO
2 3 (0.99%) SMS
3 2 (0.66%) Internet
Database & Business Intelligence
1 94 (31.13%) Big Data
2 85 (28.15%) Hadoop
3 69 (22.85%) Data Mining
4 28 (9.27%) NoSQL
5 24 (7.95%) Data Warehouse
6 23 (7.62%) MongoDB
7 21 (6.95%) Base SAS
8 18 (5.96%) Apache Hive
9 16 (5.30%) MySQL
10 15 (4.97%) SQL Server
11 14 (4.64%) Apache Cassandra
11 14 (4.64%) Relational Database
12 12 (3.97%) BusinessObjects
12 12 (3.97%) Neo4j
13 11 (3.64%) GIS
13 11 (3.64%) PostgreSQL
13 11 (3.64%) QlikView
13 11 (3.64%) SQL Server Integration Services
14 8 (2.65%) RDBMS
14 8 (2.65%) Text Mining
Development Applications
1 7 (2.32%) Git (software)
2 3 (0.99%) JIRA
3 1 (0.33%) Jenkins
General
1 111 (36.75%) Marketing
2 75 (24.83%) Finance
3 27 (8.94%) Retail
4 19 (6.29%) Games
5 12 (3.97%) Banking
6 10 (3.31%) Automotive
7 9 (2.98%) Telecoms
8 6 (1.99%) Advertising
8 6 (1.99%) Billing
9 5 (1.66%) German Language
10 4 (1.32%) Pharmaceutical
10 4 (1.32%) Spanish Language
11 3 (0.99%) Mandarin Language
12 2 (0.66%) Back Office
12 2 (0.66%) Electronics
13 1 (0.33%) French Language
13 1 (0.33%) Manufacturing
13 1 (0.33%) Music Industry
13 1 (0.33%) Polish Language
13 1 (0.33%) Publishing
Job Titles
1 124 (41.06%) Analyst
2 111 (36.75%) Data Scientist
3 47 (15.56%) Senior Analyst
4 38 (12.58%) Data Analyst
5 33 (10.93%) Insight Analyst
6 25 (8.28%) Senior Data Scientist
7 21 (6.95%) Marketing Analyst
8 14 (4.64%) Data Engineer
9 13 (4.30%) Analytics Manager
10 12 (3.97%) Senior Insight Analyst
10 12 (3.97%) SQL Analyst
11 11 (3.64%) SAS Analyst
11 11 (3.64%) Statistical Analyst
12 10 (3.31%) Data Manager
12 10 (3.31%) Risk Analyst
12 10 (3.31%) Senior Data Analyst
13 9 (2.98%) Business Intelligence Analyst
13 9 (2.98%) Consultant
13 9 (2.98%) DevOps Engineer
13 9 (2.98%) SAS Insight Analyst
Libraries, Frameworks & Software Standards
1 15 (4.97%) LAMP
1 15 (4.97%) Pandas
2 14 (4.64%) NumPy
3 13 (4.30%) scikit-learn
4 7 (2.32%) D3.js
5 6 (1.99%) Flask
6 5 (1.66%) .NET
6 5 (1.66%) Kafka
6 5 (1.66%) SciPy
7 3 (0.99%) CSS
7 3 (0.99%) HTML
7 3 (0.99%) Natural Language Processing
7 3 (0.99%) Torch
8 2 (0.66%) Django
8 2 (0.66%) Web Services
9 1 (0.33%) AngularJS
9 1 (0.33%) Celery
9 1 (0.33%) Redux
9 1 (0.33%) Twisted
9 1 (0.33%) Velocity
Miscellaneous
1 132 (43.71%) Analytical Skills
2 70 (23.18%) Algorithms
3 66 (21.85%) Computer Science
4 23 (7.62%) Credit Risk
5 13 (4.30%) Data Structures
6 9 (2.98%) User Experience
7 8 (2.65%) Fintech
8 7 (2.32%) Management Information System
8 7 (2.32%) Social Network
9 5 (1.66%) Mobile App
10 4 (1.32%) Biotechnology
10 4 (1.32%) FMCG
10 4 (1.32%) Reinsurance
11 3 (0.99%) Client/Server
11 3 (0.99%) Digital Media
12 2 (0.66%) Market Risk
12 2 (0.66%) Social Media
13 1 (0.33%) Life Science
13 1 (0.33%) Streaming Music
13 1 (0.33%) Virtual Team
Operating Systems
1 21 (6.95%) Linux
2 2 (0.66%) Unix
3 1 (0.33%) Apple iOS
3 1 (0.33%) Windows
Processes & Methodologies
1 175 (57.95%) Analytics
2 120 (39.74%) Machine Learning
3 112 (37.09%) Statistics
4 111 (36.75%) Mathematics
5 64 (21.19%) Data Analysis
6 63 (20.86%) Business Intelligence
7 61 (20.20%) Visualisation
8 54 (17.88%) Data Analytics
9 47 (15.56%) Data Modelling
9 47 (15.56%) Predictive Modelling
10 37 (12.25%) Actionable Insight
11 34 (11.26%) Stakeholder Management
12 32 (10.60%) Data Visualisation
13 29 (9.60%) Statistical Analysis
14 26 (8.61%) ETL
14 26 (8.61%) Marketing Strategy
14 26 (8.61%) Physics
15 24 (7.95%) Web Analytics
16 23 (7.62%) Open Source
17 22 (7.28%) Logistic Regression
Programming Languages
1 182 (60.26%) R
2 178 (58.94%) Python
3 168 (55.63%) SQL
4 47 (15.56%) Java
5 35 (11.59%) MATLAB
6 26 (8.61%) C++
7 18 (5.96%) C#
8 17 (5.63%) Scala
8 17 (5.63%) VBA
9 6 (1.99%) C
9 6 (1.99%) JavaScript
9 6 (1.99%) PL/SQL
10 5 (1.66%) VB
11 4 (1.32%) Julia
11 4 (1.32%) Shell Script
12 3 (0.99%) Perl
12 3 (0.99%) T-SQL
13 1 (0.33%) Bash Shell
13 1 (0.33%) Fortran
13 1 (0.33%) Haskell
Qualifications
1 123 (40.73%) Degree
2 59 (19.54%) PhD
3 1 (0.33%) SC Cleared
3 1 (0.33%) Security Cleared
Quality Assurance & Compliance
1 18 (5.96%) Data Quality
2 6 (1.99%) QA
System Software
1 11 (3.64%) Docker
2 5 (1.66%) Apache ZooKeeper
Systems Management
1 6 (1.99%) Ansible
2 5 (1.66%) Opscode Chef
3 1 (0.33%) Kibana
3 1 (0.33%) logstash
3 1 (0.33%) StatsD
Vendors
1 63 (20.86%) Tableau
2 17 (5.63%) Oracle
3 15 (4.97%) Google
3 15 (4.97%) Microsoft
4 7 (2.32%) Snowplow
5 5 (1.66%) Red Hat
6 4 (1.32%) MapR
6 4 (1.32%) Splunk
6 4 (1.32%) Teradata
7 3 (0.99%) Alteryx
7 3 (0.99%) Apple
7 3 (0.99%) Omniture
8 2 (0.66%) Facebook
8 2 (0.66%) Salesforce.com
8 2 (0.66%) SAP
9 1 (0.33%) AppDynamics
9 1 (0.33%) Cloudera
9 1 (0.33%) Hortonworks
9 1 (0.33%) RapidMiner
9 1 (0.33%) Twitter
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