The table below looks at the statistics for Statistical Modelling skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Statistical Modelling over the 3 months to 26 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
26 Jul 2016
Same period 2015 Same period 2014
Statistical Modelling
Rank 726 802 813
Rank change year-on-year
+76 +11
Permanent jobs citing Statistical Modelling 192 159 175
As % of all permanent IT jobs located in the UK 0.20% 0.14% 0.15%
As % of the Processes & Methodologies category 0.22% 0.17% 0.18%
Number of salaries quoted 163 124 144
Median salary £52,500 £52,500 £50,000
Median salary % change year-on-year
- +5.00%
90% offered a salary of more than £30,000 £33,500 £27,500
10% offered a salary of more than £75,000 £90,000 £70,000
UK excluding London median salary £45,000 £42,500 £37,500
% change year-on-year
+5.88% +13.33%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
85991 96193 99396
As % of all permanent IT jobs located in the UK 87.80% 87.24% 85.40%
Number of salaries quoted 71817 78620 80201
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,000 £31,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Statistical Modelling
Jobs Demand Trend

The demand trend of job ads citing Statistical Modelling as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Statistical Modelling Jobs Demand Trend 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 within the UK.

Statistical Modelling Salary Trend in the UK

Statistical Modelling
Salary Histogram

This chart provides a salary histogram for IT jobs citing Statistical Modelling over the 3 months to 26 July 2016 within the UK.

Statistical Modelling Salary Histogram 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 July 2016. 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
(Click see detailed
statistics and trends)
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 +77 183 £54,000 +2.85% 27
London +47 109 £57,500 - 17
City of London +71 25 £55,000 +57.14% 3
South East +35 18 £52,500 +23.52% 1
Yorkshire +42 14 £26,000 -36.96% 4
South West +31 12 £54,000 +61.19% 2
West Midlands +7 12 £50,000 +30.71%
West Yorkshire +25 11 £26,000 -28.27% 3
Leeds - 11 £26,000 - 2
Warwickshire +17 9 £50,000 +17.64%
Warwick - 9 £50,000 -
Surrey +31 8 £40,000 -16.66% 1
Scotland - 7 £45,000 - 3
East Midlands +8 6 £40,000 -11.11% 1
Nottingham +4 6 £40,000 - 1
Nottinghamshire +3 6 £40,000 - 1
Edinburgh - 6 £45,000 - 3
Bristol +23 5 £75,000 +123.88% 1
Gloucestershire - 5 £54,000 -
Berkshire - 5 £52,500 -
Staines - 5 - -
East of England +23 4 £57,750 +15.50%
North West +22 4 £30,000 -25.00% 1
Cambridgeshire +9 4 £57,750 +15.50%
Oxfordshire -16 4 £50,000 -
Maidenhead - 4 £52,500 -
Manchester +1 3 £30,000 -25.00% 1
North Yorkshire - 3 £35,000 -
Cheshire +34 2 £30,000 -72.72%
Cambridge +4 2 £57,750 +15.50%

Statistical Modelling
Top 30 Related IT Skills

For the 6 months to 26 July 2016, 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.

1 262 (59.28%) Analytics
2 220 (49.77%) Analytical Skills
3 201 (45.48%) SQL
4 190 (42.99%) Python
5 179 (40.50%) R
6 173 (39.14%) Machine Learning
7 167 (37.78%) Degree
8 159 (35.97%) SAS
9 145 (32.81%) Big Data
10 141 (31.90%) Marketing
11 139 (31.45%) Statistics
12 136 (30.77%) Mathematics
13 125 (28.28%) Hadoop
14 118 (26.70%) Java
15 114 (25.79%) Apache Spark
16 113 (25.57%) Finance
16 113 (25.57%) Data Analysis
17 111 (25.11%) Algorithms
18 108 (24.43%) Data Mining
19 93 (21.04%) Computer Science
19 93 (21.04%) Visualisation
20 82 (18.55%) Business Intelligence
21 73 (16.52%) Scala
22 68 (15.38%) Predictive Modelling
22 68 (15.38%) Data Analytics
23 65 (14.71%) Data Visualisation
24 61 (13.80%) SPSS
25 60 (13.57%) Data Warehouse
25 60 (13.57%) Microsoft
25 60 (13.57%) NoSQL

Statistical Modelling
Top Related 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
1 159 (35.97%) SAS
2 114 (25.79%) Apache Spark
3 38 (8.60%) Apache
4 33 (7.47%) Apache Pig
5 8 (1.81%) SharePoint
6 6 (1.36%) Elasticsearch
7 1 (0.23%) Skype for Business
Applications
1 61 (13.80%) SPSS
2 54 (12.22%) MS Excel
3 17 (3.85%) Stata
4 15 (3.39%) MS Office
5 14 (3.17%) MS PowerPoint
6 3 (0.68%) Gephi
6 3 (0.68%) Spreadsheet
7 1 (0.23%) Mathematica
Business Applications
1 10 (2.26%) SAP Oil and Gas
2 4 (0.90%) FastStats
3 1 (0.23%) Cognos TM1
3 1 (0.23%) Eloqua
3 1 (0.23%) Oracle ERP
3 1 (0.23%) SAP ERP
Cloud Services
1 13 (2.94%) Amazon AWS
2 10 (2.26%) Amazon EC2
2 10 (2.26%) Google Cloud Platform
3 8 (1.81%) Amazon S3
3 8 (1.81%) Cloud Computing
3 8 (1.81%) Google Analytics
3 8 (1.81%) Microsoft Azure
4 6 (1.36%) PaaS
5 3 (0.68%) SmartFocus
6 2 (0.45%) Amazon EMR
Communications & Networking
1 8 (1.81%) 3G
1 8 (1.81%) 4G
1 8 (1.81%) HSPA
1 8 (1.81%) LTE
1 8 (1.81%) Wi-Fi
2 7 (1.58%) Internet
3 2 (0.45%) DNS
4 1 (0.23%) BGP
4 1 (0.23%) Broadband
4 1 (0.23%) Firewall
Database & Business Intelligence
1 145 (32.81%) Big Data
2 125 (28.28%) Hadoop
3 108 (24.43%) Data Mining
4 60 (13.57%) Data Warehouse
4 60 (13.57%) NoSQL
5 51 (11.54%) SQL Server
6 40 (9.05%) QlikView
7 39 (8.82%) MongoDB
8 38 (8.60%) Apache Cassandra
9 37 (8.37%) Apache Hive
10 33 (7.47%) Relational Database
11 31 (7.01%) PostgreSQL
11 31 (7.01%) SQL Server Reporting Services
12 29 (6.56%) MySQL
13 27 (6.11%) Amazon Redshift
14 25 (5.66%) SQL Server Integration Services
15 19 (4.30%) Base SAS
15 19 (4.30%) Impala
16 17 (3.85%) HBase
16 17 (3.85%) SQL Server Analysis Services
Development Applications
1 19 (4.30%) Team Foundation Server
2 11 (2.49%) Visual Studio
3 1 (0.23%) Git (software)
3 1 (0.23%) JIRA
3 1 (0.23%) SQL Server Management Studio (SSMS)
General
1 141 (31.90%) Marketing
2 113 (25.57%) Finance
3 30 (6.79%) Retail
3 30 (6.79%) Telecoms
4 20 (4.52%) Banking
5 19 (4.30%) Games
6 14 (3.17%) Advertising
6 14 (3.17%) French Language
7 11 (2.49%) Automotive
8 6 (1.36%) Manufacturing
9 5 (1.13%) Electronics
10 4 (0.90%) Billing
10 4 (0.90%) German Language
10 4 (0.90%) Legal
11 3 (0.68%) Law
11 3 (0.68%) Pharmaceutical
11 3 (0.68%) Retail Banking
11 3 (0.68%) Spanish Language
12 1 (0.23%) Financial Institution
12 1 (0.23%) Front Office
Job Titles
1 162 (36.65%) Analyst
2 159 (35.97%) Data Scientist
3 60 (13.57%) Data Analyst
4 57 (12.90%) Developer
5 41 (9.28%) Senior Data Scientist
6 32 (7.24%) SAS Analyst
7 28 (6.33%) Insight Analyst
8 24 (5.43%) Consultant
9 22 (4.98%) Business Analyst
10 20 (4.52%) Analyst Developer
11 19 (4.30%) Senior Analyst
11 19 (4.30%) SQL Developer
12 18 (4.07%) SQL Analyst
13 16 (3.62%) Data Engineer
14 15 (3.39%) SAS Insight Analyst
15 13 (2.94%) Business Intelligence Developer
16 12 (2.71%) Customer Analyst
16 12 (2.71%) Insurance Business Analyst
16 12 (2.71%) Machine Learning Engineer
17 11 (2.49%) Java Engineer
Libraries, Frameworks & Software Standards
1 17 (3.85%) Kafka
1 17 (3.85%) Natural Language Processing
2 15 (3.39%) JSON
2 15 (3.39%) Spark Streaming
2 15 (3.39%) XML
3 14 (3.17%) scikit-learn
4 13 (2.94%) D3.js
5 12 (2.71%) .NET
6 9 (2.04%) NumPy
7 7 (1.58%) Pandas
8 6 (1.36%) Cascading
9 5 (1.13%) TensorFlow
9 5 (1.13%) Theano
10 4 (0.90%) ELK Stack
10 4 (0.90%) LAMP
10 4 (0.90%) Node.js
11 3 (0.68%) OpenCV
12 2 (0.45%) MDX
12 2 (0.45%) ODBC
12 2 (0.45%) Web Services
Miscellaneous
1 220 (49.77%) Analytical Skills
2 139 (31.45%) Statistics
3 136 (30.77%) Mathematics
4 111 (25.11%) Algorithms
5 93 (21.04%) Computer Science
5 93 (21.04%) Visualisation
6 42 (9.50%) Economics
7 35 (7.92%) Artificial Intelligence
8 33 (7.47%) Data Structures
9 27 (6.11%) Credit Risk
10 26 (5.88%) Neural Network
10 26 (5.88%) Physics
11 24 (5.43%) Management Information System
12 11 (2.49%) Smart Meter
12 11 (2.49%) Social Media
13 10 (2.26%) Applied Mathematics
14 9 (2.04%) Digital Media
15 8 (1.81%) Informatics
15 8 (1.81%) Public Cloud
16 6 (1.36%) Cybercrime
Operating Systems
1 21 (4.75%) Linux
2 13 (2.94%) Unix
Processes & Methodologies
1 262 (59.28%) Analytics
2 173 (39.14%) Machine Learning
3 113 (25.57%) Data Analysis
4 82 (18.55%) Business Intelligence
5 68 (15.38%) Data Analytics
5 68 (15.38%) Predictive Modelling
6 65 (14.71%) Data Visualisation
7 54 (12.22%) Data Modelling
8 46 (10.41%) Customer Insight
9 40 (9.05%) Data Management
10 39 (8.82%) Agile Software Development
11 33 (7.47%) Operations Research
12 32 (7.24%) Business Analysis
12 32 (7.24%) ETL
13 31 (7.01%) MapReduce
13 31 (7.01%) Statistical Analysis
14 26 (5.88%) E-Commerce
14 26 (5.88%) Open Source
14 26 (5.88%) Software Engineering
15 25 (5.66%) Logistic Regression
Programming Languages
1 201 (45.48%) SQL
2 190 (42.99%) Python
3 179 (40.50%) R
4 118 (26.70%) Java
5 73 (16.52%) Scala
6 52 (11.76%) MATLAB
7 48 (10.86%) C++
8 46 (10.41%) VBA
9 29 (6.56%) JavaScript
10 23 (5.20%) C#
11 17 (3.85%) Perl
12 16 (3.62%) C
13 15 (3.39%) T-SQL
14 10 (2.26%) Shell Script
15 9 (2.04%) SAS Macro
16 7 (1.58%) Bash Shell
17 6 (1.36%) Julia
18 5 (1.13%) Go
18 5 (1.13%) Ruby
19 3 (0.68%) Haskell
Qualifications
1 167 (37.78%) Degree
2 48 (10.86%) PhD
3 19 (4.30%) Security Cleared
4 9 (2.04%) DV Cleared
5 6 (1.36%) BPSS Clearance
6 5 (1.13%) MBA
7 4 (0.90%) CBAP
7 4 (0.90%) ISEB
8 3 (0.68%) Postgraduate
9 1 (0.23%) CISSP
9 1 (0.23%) SANS
Quality Assurance & Compliance
1 23 (5.20%) Data Quality
2 5 (1.13%) QA
3 1 (0.23%) SLA
System Software
1 18 (4.07%) Docker
2 9 (2.04%) Apache ZooKeeper
3 2 (0.45%) Apache Flume
4 1 (0.23%) HDFS
Systems Management
1 9 (2.04%) Opscode Chef
2 5 (1.13%) Kibana
3 4 (0.90%) logstash
4 1 (0.23%) ArcSight ESM
4 1 (0.23%) QRadar
Vendors
1 60 (13.57%) Microsoft
2 52 (11.76%) Tableau
3 23 (5.20%) Oracle
4 17 (3.85%) TIBCO
5 16 (3.62%) Google
6 14 (3.17%) SAP
7 8 (1.81%) Greenplum
8 6 (1.36%) Cognos
8 6 (1.36%) IBM
9 5 (1.13%) MicroStrategy
10 3 (0.68%) Adobe
10 3 (0.68%) Facebook
10 3 (0.68%) Minitab
10 3 (0.68%) Netezza
10 3 (0.68%) Sybase
10 3 (0.68%) Vertica
11 2 (0.45%) Cloudera
11 2 (0.45%) Tealeaf
11 2 (0.45%) Teradata
11 2 (0.45%) Twitter
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