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Statistical Modelling Jobs
 
Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets

The following table provides summary statistics for permanent job vacancies 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 26 June 2017 with a comparison to the same period in the previous 2 years.

Statistical Modelling
UK
3 months to
26 Jun 2017		 Same period 2016 Same period 2015
Rank 725 723 837
Rank change year-on-year -2 +114  
Permanent jobs citing Statistical Modelling 149 210 147
As % of all permanent IT jobs advertised in the UK 0.17% 0.22% 0.13%
As % of the Processes & Methodologies category 0.19% 0.24% 0.15%
Number of salaries quoted 124 176 119
Median salary £55,000 £51,250 £55,000
Median salary % change year-on-year +7.31% -6.81%  
90% offered a salary of more than £30,000 £35,000 £35,000
10% offered a salary of more than £70,000 £73,750 £90,000
UK excluding London median salary £49,700 £45,000 £47,500
% change year-on-year +10.44% -5.26%  

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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 80257 86320 97586
As % of all permanent IT job vacancies advertised in the UK 89.74% 88.92% 88.04%
Number of salaries quoted 64749 72153 79773
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 £79,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Statistical Modelling
Job Vacancy Trend

The job posting trend of jobs advertised 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 the UK

Statistical Modelling
Salary Trend

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

Salary trend for Statistical Modelling in the UK

Statistical Modelling
Salary Histogram

The salary distribution of IT jobs citing Statistical Modelling over the 3 months to 26 June 2017.

Salary histogram for Statistical Modelling in the UK

Statistical Modelling
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistical Modelling within the UK over the 3 months to 26 June 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
England -19 143 £55,000 +4.76% 23
London -31 68 £62,500 +13.63% 9
South East +60 19 £50,000 +25.00% 2
North West -20 17 £42,500 +6.25% 1
Manchester - 17 £42,500 -
City of London +17 13 £67,500 +22.72% 1
East of England +14 13 £60,000 -8.39% 6
West Midlands +10 10 £30,000 -40.00% 1
Birmingham +16 9 £32,500 -2.98%
Surrey +27 6 £65,000 +62.50% 2
Hampshire +21 6 £55,000 +57.14%
Cambridge -7 6 £60,000 -8.39% 3
Cambridgeshire -11 6 £60,000 -8.39% 3
Yorkshire -13 6 £36,000 +38.46% 3
South West -22 6 £44,000 -18.51% 1
Bedfordshire - 6 - - 2
Luton - 6 - - 2
West Yorkshire +11 5 £36,000 +38.46% 2
Leeds +5 5 £36,000 +38.46% 2
Scotland +4 5 £42,500 -5.55% 3
Reigate +1 4 £60,000 +50.00%
Edinburgh -6 4 £42,500 -5.55% 1
Kent - 4 £35,000 -
Oxfordshire +12 3 £50,000 +11.11%
Stockport - 3 £30,000 -
Fareham - 3 £50,000 -
Southampton - 3 £55,000 -
Staines +3 2 £65,000 - 1
Exeter - 2 £44,000 -
Maidstone - 2 £42,500 -

For the 6 months to 26 June 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 with a requirement for Statistical Modelling.

1 201 (64.01%) SQL
2 196 (62.42%) Python
3 190 (60.51%) Analytics
4 184 (58.60%) R
5 149 (47.45%) Machine Learning
6 143 (45.54%) Analytical Skills
7 135 (42.99%) Statistics
8 131 (41.72%) Big Data
9 126 (40.13%) SAS
10 118 (37.58%) Degree
11 115 (36.62%) Mathematics
12 107 (34.08%) Algorithms
13 102 (32.48%) Marketing
14 98 (31.21%) Hadoop
15 85 (27.07%) Data Mining
16 82 (26.11%) Finance
17 78 (24.84%) Visualisation
18 77 (24.52%) Data Modelling
19 72 (22.93%) Apache Spark
20 70 (22.29%) Business Intelligence
20 70 (22.29%) PhD
21 68 (21.66%) Data Analysis
22 64 (20.38%) Data Analytics
23 63 (20.06%) Tableau
24 62 (19.75%) Computer Science
24 62 (19.75%) Java
25 53 (16.88%) Microsoft Excel
26 52 (16.56%) Predictive Modelling
27 51 (16.24%) MATLAB
27 51 (16.24%) Statistical Analysis

Statistical Modelling
Co-occurring IT Skills 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
1 126 (40.13%) SAS
2 72 (22.93%) Apache Spark
3 16 (5.10%) Apache Pig
4 10 (3.18%) Apache
5 9 (2.87%) Elasticsearch
6 7 (2.23%) Tornado
7 5 (1.59%) Apache Airflow
7 5 (1.59%) Luigi
8 2 (0.64%) IPython
8 2 (0.64%) Jupyter
9 1 (0.32%) DNN
Applications
1 53 (16.88%) Microsoft Excel
2 40 (12.74%) SPSS
3 13 (4.14%) Microsoft Office
4 5 (1.59%) Microsoft PowerPoint
5 3 (0.96%) EViews
6 2 (0.64%) Mathcad
6 2 (0.64%) Simulink
6 2 (0.64%) Stata
7 1 (0.32%) Spreadsheet
7 1 (0.32%) SPSS Modeler
Business Applications
1 3 (0.96%) Adobe Campaign
1 3 (0.96%) Unica
2 2 (0.64%) Raiser's Edge
3 1 (0.32%) FastStats
3 1 (0.32%) SAP InfiniteInsight
Cloud Services
1 19 (6.05%) Amazon AWS
2 11 (3.50%) Google Analytics
3 6 (1.91%) Microsoft Azure
4 2 (0.64%) Amazon EMR
5 1 (0.32%) Amazon EC2
5 1 (0.32%) Azure Machine Learning
5 1 (0.32%) GitHub
5 1 (0.32%) Google Play
5 1 (0.32%) PaaS
Communications & Networking
1 3 (0.96%) MVNO
1 3 (0.96%) SMS
2 2 (0.64%) Symposium
3 1 (0.32%) Internet
Database & Business Intelligence
1 131 (41.72%) Big Data
2 98 (31.21%) Hadoop
3 85 (27.07%) Data Mining
4 42 (13.38%) Apache Hive
5 28 (8.92%) Data Warehouse
6 25 (7.96%) NoSQL
7 18 (5.73%) Relational Database
8 17 (5.41%) MySQL
8 17 (5.41%) SQL Server
9 16 (5.10%) MongoDB
9 16 (5.10%) QlikView
10 14 (4.46%) Base SAS
10 14 (4.46%) BusinessObjects
11 12 (3.82%) SQL Server Integration Services
12 10 (3.18%) Neo4j
12 10 (3.18%) Power BI
12 10 (3.18%) SQL Server Reporting Services
13 9 (2.87%) Impala
14 8 (2.55%) GIS
15 7 (2.23%) Text Mining
Development Applications
1 7 (2.23%) Git (software)
2 1 (0.32%) RStudio
2 1 (0.32%) Team Foundation Server
2 1 (0.32%) Visual Studio
General
1 102 (32.48%) Marketing
2 82 (26.11%) Finance
3 29 (9.24%) Retail
4 26 (8.28%) Games
5 14 (4.46%) Banking
6 9 (2.87%) Advertising
7 8 (2.55%) Telecoms
8 7 (2.23%) Automotive
9 6 (1.91%) Billing
10 2 (0.64%) Back Office
10 2 (0.64%) Electronics
10 2 (0.64%) German Language
10 2 (0.64%) Pharmaceutical
10 2 (0.64%) Spanish Language
11 1 (0.32%) Aerospace
11 1 (0.32%) Law
11 1 (0.32%) Mandarin Language
11 1 (0.32%) Music Industry
Job Titles
1 124 (39.49%) Data Scientist
2 109 (34.71%) Analyst
3 42 (13.38%) Senior Analyst
4 38 (12.10%) Data Analyst
5 30 (9.55%) Insight Analyst
6 23 (7.32%) Senior Data Scientist
7 18 (5.73%) Consultant
7 18 (5.73%) SQL Analyst
8 14 (4.46%) Business Intelligence Analyst
9 13 (4.14%) Analytics Consultant
9 13 (4.14%) Data Consultant
9 13 (4.14%) SAS Analyst
9 13 (4.14%) Senior Insight Analyst
10 12 (3.82%) Analytics Manager
10 12 (3.82%) Data Engineer
10 12 (3.82%) Machine Learning Scientist
10 12 (3.82%) Senior Data Analyst
11 11 (3.50%) Data Manager
12 10 (3.18%) Senior SAS Analyst
13 9 (2.87%) SAS Consultant
Libraries, Frameworks & Software Standards
1 15 (4.78%) Natural Language Processing
2 14 (4.46%) LAMP
3 12 (3.82%) scikit-learn
4 10 (3.18%) Pandas
5 9 (2.87%) D3.js
5 9 (2.87%) HTML
5 9 (2.87%) NumPy
6 8 (2.55%) CSS
6 8 (2.55%) Web Services
7 7 (2.23%) Flask
7 7 (2.23%) JSON
8 6 (1.91%) Kafka
9 5 (1.59%) TensorFlow
10 3 (0.96%) .NET
10 3 (0.96%) Theano
11 2 (0.64%) SciPy
12 1 (0.32%) AngularJS
12 1 (0.32%) Celery
12 1 (0.32%) REST
12 1 (0.32%) Twisted
Miscellaneous
1 143 (45.54%) Analytical Skills
2 107 (34.08%) Algorithms
3 62 (19.75%) Computer Science
4 17 (5.41%) Credit Risk
5 10 (3.18%) Greenfield Project
5 10 (3.18%) User Experience
6 7 (2.23%) Data Structures
6 7 (2.23%) Social Network
6 7 (2.23%) Virtual Team
7 6 (1.91%) Foreign Exchange (FX)
8 5 (1.59%) FMCG
9 4 (1.27%) Fintech
9 4 (1.27%) Management Information System
9 4 (1.27%) Reinsurance
10 2 (0.64%) Biotechnology
10 2 (0.64%) Digital Media
10 2 (0.64%) Online Games
10 2 (0.64%) Social Media
11 1 (0.32%) Smart Meter
11 1 (0.32%) Streaming Music
Operating Systems
1 15 (4.78%) Linux
2 2 (0.64%) Unix
2 2 (0.64%) Windows
3 1 (0.32%) Apple iOS
3 1 (0.32%) Ubuntu
Processes & Methodologies
1 190 (60.51%) Analytics
2 149 (47.45%) Machine Learning
3 135 (42.99%) Statistics
4 115 (36.62%) Mathematics
5 78 (24.84%) Visualisation
6 77 (24.52%) Data Modelling
7 70 (22.29%) Business Intelligence
8 68 (21.66%) Data Analysis
9 64 (20.38%) Data Analytics
10 52 (16.56%) Predictive Modelling
11 51 (16.24%) Statistical Analysis
12 47 (14.97%) Data Visualisation
13 33 (10.51%) Data Management
14 27 (8.60%) Actionable Insight
15 26 (8.28%) Decision Tree
16 25 (7.96%) Physics
16 25 (7.96%) Stakeholder Management
17 23 (7.32%) Software Engineering
18 22 (7.01%) Artificial Intelligence
19 21 (6.69%) CRM
Programming Languages
1 201 (64.01%) SQL
2 196 (62.42%) Python
3 184 (58.60%) R
4 62 (19.75%) Java
5 51 (16.24%) MATLAB
6 35 (11.15%) C++
7 24 (7.64%) Scala
8 15 (4.78%) C#
8 15 (4.78%) VBA
9 8 (2.55%) JavaScript
9 8 (2.55%) VB
10 5 (1.59%) Perl
10 5 (1.59%) Shell Script
11 4 (1.27%) T-SQL
12 3 (0.96%) C
13 2 (0.64%) Bash Shell
13 2 (0.64%) Fortran
13 2 (0.64%) Julia
13 2 (0.64%) Ruby
14 1 (0.32%) Go
Qualifications
1 118 (37.58%) Degree
2 70 (22.29%) PhD
3 47 (14.97%) Numerate Degree
4 13 (4.14%) Computer Science Degree
5 12 (3.82%) Master's Degree
6 1 (0.32%) MBA
6 1 (0.32%) SC Cleared
6 1 (0.32%) Security Cleared
Quality Assurance & Compliance
1 19 (6.05%) Data Quality
2 4 (1.27%) QA
3 2 (0.64%) Actionable Recommendations
4 1 (0.32%) IFRS
System Software
1 13 (4.14%) Docker
2 6 (1.91%) Apache Flume
2 6 (1.91%) Apache ZooKeeper
3 3 (0.96%) HDFS
Systems Management
1 6 (1.91%) Ansible
1 6 (1.91%) Opscode Chef
2 1 (0.32%) Kibana
2 1 (0.32%) logstash
2 1 (0.32%) StatsD
Vendors
1 63 (20.06%) Tableau
2 17 (5.41%) Microsoft
3 13 (4.14%) Oracle
4 11 (3.50%) Google
5 9 (2.87%) Teradata
6 8 (2.55%) SAP
7 6 (1.91%) Red Hat
8 4 (1.27%) Cloudera
8 4 (1.27%) Hortonworks
8 4 (1.27%) Snowplow
8 4 (1.27%) Splunk
9 3 (0.96%) Alterian
9 3 (0.96%) Alteryx
9 3 (0.96%) Vertica
10 2 (0.64%) Minitab
10 2 (0.64%) Omniture
10 2 (0.64%) Salesforce.com
11 1 (0.32%) Algorithmics
11 1 (0.32%) Lattice Semiconductor
11 1 (0.32%) Netezza
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