The table below looks at the statistics for Statistical Modelling skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Statistical Modelling over the 3 months to 31 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
31 Aug 2016
Same period 2015 Same period 2014
Statistical Modelling
Rank 728 771 818
Rank change year-on-year
+43 +47
Permanent jobs citing Statistical Modelling 168 161 135
As % of all permanent IT jobs located in England 0.18% 0.16% 0.13%
As % of the Processes & Methodologies category 0.21% 0.18% 0.15%
Number of salaries quoted 149 123 107
Median salary £50,000 £52,500 £40,000
Median salary % change year-on-year
-4.76% +31.25%
90% offered a salary of more than £30,000 £31,600 £27,500
10% offered a salary of more than £75,000 £85,000 £62,500
UK excluding London median salary £40,000 £40,000 £36,250
% change year-on-year
- +10.34%
Statistical Modelling
UK

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

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
80627 89500 91514
As % of all permanent IT jobs located in England 88.11% 87.47% 85.39%
Number of salaries quoted 68096 74574 73688
Median salary £50,000 £50,000 £49,000
Median salary % change year-on-year
- +2.04%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £80,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Statistical Modelling
Jobs Demand Trend in England

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

Statistical Modelling Jobs Demand Trend 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 across the England region.

Statistical Modelling Salary Trend in England

Statistical Modelling
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Statistical Modelling across the England region over the 3 months to 31 August 2016.

Statistical Modelling Salary Histogram 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 31 August 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
London 0 97 £57,500 +2.22% 17
Yorkshire +25 18 £26,000 -35.00% 1
South East +29 14 £50,000 +61.29% 2
East Midlands +12 10 £40,000 - 2
South West +3 9 £54,000 +33.33% 1
North West +12 7 £30,000 -17.24% 1
East of England +21 6 £45,000 -10.00% 4
West Midlands -10 3 £45,000 +12.50%
Midlands - 2 £37,500 -
North East - 2 £45,000 -
Statistical Modelling
UK

Statistical Modelling
Top 30 Related IT Skills in England

For the 6 months to 31 August 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 across the England region with a requirement for Statistical Modelling.

1 216 (56.10%) Analytics
2 196 (50.91%) Python
3 186 (48.31%) Analytical Skills
4 171 (44.42%) Machine Learning
5 170 (44.16%) SQL
6 164 (42.60%) R
7 158 (41.04%) Degree
8 128 (33.25%) Statistics
9 123 (31.95%) Mathematics
9 123 (31.95%) Big Data
10 122 (31.69%) Java
11 121 (31.43%) Marketing
12 111 (28.83%) Hadoop
13 105 (27.27%) Apache Spark
14 101 (26.23%) SAS
15 99 (25.71%) Data Mining
16 88 (22.86%) Algorithms
17 87 (22.60%) Visualisation
18 84 (21.82%) Finance
19 81 (21.04%) Data Analysis
20 80 (20.78%) Computer Science
21 69 (17.92%) Business Intelligence
22 65 (16.88%) NoSQL
22 65 (16.88%) Data Analytics
23 63 (16.36%) Scala
24 58 (15.06%) Predictive Modelling
25 57 (14.81%) PhD
26 56 (14.55%) Data Visualisation
27 53 (13.77%) Data Modelling
28 49 (12.73%) C++

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
1 105 (27.27%) Apache Spark
2 101 (26.23%) SAS
3 38 (9.87%) Apache
4 31 (8.05%) Apache Pig
5 4 (1.04%) SharePoint
6 2 (0.52%) Elasticsearch
Applications
1 42 (10.91%) MS Excel
2 38 (9.87%) SPSS
3 15 (3.90%) MS Office
4 9 (2.34%) MS PowerPoint
5 8 (2.08%) Stata
6 4 (1.04%) Gephi
7 3 (0.78%) Spreadsheet
8 1 (0.26%) S-PLUS
Business Applications
1 8 (2.08%) SAP Oil and Gas
2 7 (1.82%) FastStats
3 2 (0.52%) Oracle ERP
3 2 (0.52%) SAP ERP
3 2 (0.52%) SAP InfiniteInsight
4 1 (0.26%) Cognos TM1
4 1 (0.26%) Eloqua
Cloud Services
1 13 (3.38%) Amazon AWS
2 11 (2.86%) Amazon EC2
3 9 (2.34%) Cloud Computing
3 9 (2.34%) Google Cloud Platform
4 8 (2.08%) Amazon S3
4 8 (2.08%) Microsoft Azure
5 7 (1.82%) Google Analytics
6 5 (1.30%) PaaS
7 3 (0.78%) Amazon EMR
8 2 (0.52%) SmartFocus
Communications & Networking
1 8 (2.08%) 3G
1 8 (2.08%) 4G
1 8 (2.08%) HSPA
1 8 (2.08%) LTE
1 8 (2.08%) Wi-Fi
2 7 (1.82%) Internet
3 1 (0.26%) BGP
3 1 (0.26%) DNS
Database & Business Intelligence
1 123 (31.95%) Big Data
2 111 (28.83%) Hadoop
3 99 (25.71%) Data Mining
4 65 (16.88%) NoSQL
5 39 (10.13%) Data Warehouse
6 35 (9.09%) Relational Database
7 34 (8.83%) Apache Hive
8 33 (8.57%) Amazon Redshift
9 32 (8.31%) Apache Cassandra
9 32 (8.31%) SQL Server
10 28 (7.27%) MongoDB
10 28 (7.27%) MySQL
10 28 (7.27%) PostgreSQL
11 26 (6.75%) QlikView
12 22 (5.71%) SQL Server Reporting Services
13 20 (5.19%) Impala
14 19 (4.94%) RDBMS
15 18 (4.68%) Text Mining
16 17 (4.42%) Neo4j
17 16 (4.16%) HBase
Development Applications
1 6 (1.56%) Team Foundation Server
2 2 (0.52%) Visual Studio
General
1 121 (31.43%) Marketing
2 84 (21.82%) Finance
3 24 (6.23%) Retail
3 24 (6.23%) Telecoms
4 15 (3.90%) Advertising
4 15 (3.90%) French Language
5 14 (3.64%) Automotive
5 14 (3.64%) Banking
5 14 (3.64%) Games
6 4 (1.04%) Billing
6 4 (1.04%) Legal
6 4 (1.04%) Manufacturing
7 3 (0.78%) Electronics
7 3 (0.78%) Law
8 2 (0.52%) German Language
8 2 (0.52%) Pharmaceutical
9 1 (0.26%) Financial Institution
9 1 (0.26%) Retail Banking
9 1 (0.26%) Spanish Language
Job Titles
1 158 (41.04%) Analyst
2 136 (35.32%) Data Scientist
3 60 (15.58%) Data Analyst
4 47 (12.21%) Developer
5 29 (7.53%) Senior Data Scientist
6 28 (7.27%) Insight Analyst
7 26 (6.75%) SAS Analyst
8 23 (5.97%) Business Analyst
9 17 (4.42%) Senior Analyst
10 16 (4.16%) Analyst Developer
11 15 (3.90%) SAS Insight Analyst
12 14 (3.64%) Consultant
12 14 (3.64%) SQL Analyst
13 13 (3.38%) Data Engineer
14 12 (3.12%) Insurance Business Analyst
15 11 (2.86%) Customer Analyst
16 10 (2.60%) Java Engineer
16 10 (2.60%) SPSS Analyst
17 9 (2.34%) Customer Insight Analyst
17 9 (2.34%) Qualitative Analyst
Libraries, Frameworks & Software Standards
1 17 (4.42%) Natural Language Processing
2 15 (3.90%) JSON
2 15 (3.90%) Kafka
2 15 (3.90%) scikit-learn
2 15 (3.90%) Spark Streaming
2 15 (3.90%) XML
3 11 (2.86%) .NET
4 8 (2.08%) D3.js
4 8 (2.08%) NumPy
5 7 (1.82%) Cascading
5 7 (1.82%) Pandas
6 4 (1.04%) LAMP
6 4 (1.04%) Node.js
6 4 (1.04%) TensorFlow
6 4 (1.04%) Theano
7 3 (0.78%) OpenCV
7 3 (0.78%) Web Services
8 1 (0.26%) ELK Stack
8 1 (0.26%) MDX
8 1 (0.26%) ODBC
Miscellaneous
1 186 (48.31%) Analytical Skills
2 128 (33.25%) Statistics
3 123 (31.95%) Mathematics
4 88 (22.86%) Algorithms
5 87 (22.60%) Visualisation
6 80 (20.78%) Computer Science
7 41 (10.65%) Artificial Intelligence
8 39 (10.13%) Economics
9 30 (7.79%) Physics
10 29 (7.53%) Neural Network
11 26 (6.75%) Data Structures
12 13 (3.38%) Credit Risk
12 13 (3.38%) Management Information System
13 11 (2.86%) Smart Meter
14 8 (2.08%) Public Cloud
14 8 (2.08%) Social Media
15 7 (1.82%) Hedge funds
16 6 (1.56%) Cybercrime
17 5 (1.30%) Life Science
18 4 (1.04%) Replication
Operating Systems
1 24 (6.23%) Linux
2 14 (3.64%) Unix
Processes & Methodologies
1 216 (56.10%) Analytics
2 171 (44.42%) Machine Learning
3 81 (21.04%) Data Analysis
4 69 (17.92%) Business Intelligence
5 65 (16.88%) Data Analytics
6 58 (15.06%) Predictive Modelling
7 56 (14.55%) Data Visualisation
8 53 (13.77%) Data Modelling
9 37 (9.61%) Customer Insight
10 33 (8.57%) MapReduce
11 31 (8.05%) Bayesian Methods
12 30 (7.79%) Data Management
13 29 (7.53%) ETL
14 28 (7.27%) Actionable Insight
14 28 (7.27%) Open Source
15 26 (6.75%) Software Engineering
16 25 (6.49%) Agile Software Development
16 25 (6.49%) E-Commerce
16 25 (6.49%) Logistic Regression
17 22 (5.71%) OO
Programming Languages
1 196 (50.91%) Python
2 170 (44.16%) SQL
3 164 (42.60%) R
4 122 (31.69%) Java
5 63 (16.36%) Scala
6 49 (12.73%) C++
7 43 (11.17%) MATLAB
8 39 (10.13%) VBA
9 30 (7.79%) JavaScript
10 18 (4.68%) C#
11 17 (4.42%) Perl
12 15 (3.90%) C
13 10 (2.60%) Shell Script
14 8 (2.08%) T-SQL
15 7 (1.82%) Bash Shell
15 7 (1.82%) Go
15 7 (1.82%) Ruby
16 5 (1.30%) SAS Macro
16 5 (1.30%) VB
17 4 (1.04%) Julia
Qualifications
1 158 (41.04%) Degree
2 57 (14.81%) PhD
3 17 (4.42%) Security Cleared
4 9 (2.34%) DV Cleared
5 6 (1.56%) BPSS Clearance
6 4 (1.04%) CBAP
6 4 (1.04%) ISEB
7 3 (0.78%) Postgraduate
8 2 (0.52%) MBA
Quality Assurance & Compliance
1 10 (2.60%) Data Quality
2 9 (2.34%) QA
3 2 (0.52%) Actionable Recommendations
3 2 (0.52%) SLA
System Software
1 14 (3.64%) Docker
2 9 (2.34%) Apache ZooKeeper
3 1 (0.26%) HDFS
Systems Management
1 9 (2.34%) Opscode Chef
2 1 (0.26%) Kibana
2 1 (0.26%) logstash
Vendors
1 43 (11.17%) Microsoft
2 37 (9.61%) Tableau
3 22 (5.71%) Oracle
4 15 (3.90%) Google
4 15 (3.90%) TIBCO
5 13 (3.38%) SAP
6 9 (2.34%) MicroStrategy
7 8 (2.08%) IBM
8 7 (1.82%) Cognos
8 7 (1.82%) Facebook
8 7 (1.82%) Netezza
8 7 (1.82%) Vertica
9 4 (1.04%) Tealeaf
9 4 (1.04%) Twitter
10 3 (0.78%) Adobe
10 3 (0.78%) Sybase
11 2 (0.52%) Cloudera
11 2 (0.52%) Teradata
12 1 (0.26%) Clarabridge
12 1 (0.26%) Marketo
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