The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Predictive Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Modelling over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Predictive Modelling
UK / England
Rank 693 760 803
Rank change year-on-year +67 +43  
Permanent jobs citing Predictive Modelling 144 170 133
As % of all permanent IT jobs advertised in England 0.18% 0.18% 0.13%
As % of the Processes & Methodologies category 0.20% 0.20% 0.15%
Number of salaries quoted 120 151 112
Median salary £55,000 £60,000 £55,000
Median salary % change year-on-year -8.33% +9.09%  
90% offered a salary of more than £41,000 £40,000 £31,150
10% offered a salary of more than £98,250 £85,000 £72,500
UK excluding London median salary £45,000 £60,000 £40,000
% change year-on-year -25.00% +50.00%  

Predictive 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 71048 85804 86462
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 86.97%
Number of salaries quoted 58845 71773 70672
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%  

Predictive Modelling
Job Vacancy Trend in England

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

Job vacancy trend for Predictive Modelling in England

Predictive Modelling
Salary Trend in England

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

Salary trend for Predictive Modelling in England

Predictive Modelling
Salary Histogram in England

The salary distribution of IT jobs citing Predictive Modelling in England over the 3 months to 25 March 2017.

Salary histogram for Predictive Modelling in England

Predictive 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 Predictive Modelling within the England region over the 3 months to 25 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 +36 84 £67,500 +12.50% 3
North West +2 16 £50,000 +56.25% 1
South East +83 15 £55,750 +11.50% 3
East Midlands - 9 £45,000 -
Yorkshire +31 8 £41,750 -16.50% 2
South West +17 7 £43,000 -18.09%
East of England +23 5 £52,500 +5.00%
Predictive Modelling
UK

Predictive Modelling
Top 30 Related IT Skills in England

For the 6 months to 25 March 2017, IT jobs citing Predictive 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 Predictive Modelling.

1 152 (62.81%) SQL
2 149 (61.57%) R
3 135 (55.79%) Python
4 134 (55.37%) Analytical Skills
5 132 (54.55%) Analytics
6 108 (44.63%) Machine Learning
7 100 (41.32%) Big Data
8 94 (38.84%) Hadoop
9 93 (38.43%) Statistics
10 91 (37.60%) SAS
11 89 (36.78%) Mathematics
12 74 (30.58%) Marketing
13 68 (28.10%) PhD
14 61 (25.21%) Degree
15 60 (24.79%) Apache Spark
16 58 (23.97%) Algorithms
16 58 (23.97%) Visualisation
17 56 (23.14%) Data Mining
18 55 (22.73%) Statistical Analysis
19 54 (22.31%) Computer Science
20 48 (19.83%) Finance
21 47 (19.42%) Statistical Modelling
22 43 (17.77%) SPSS
23 40 (16.53%) Data Visualisation
24 38 (15.70%) Business Intelligence
25 37 (15.29%) Actionable Insight
26 36 (14.88%) Java
26 36 (14.88%) Tableau
27 35 (14.46%) Customer Segmentation
28 33 (13.64%) Apache Hive

Predictive 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 91 (37.60%) SAS
2 60 (24.79%) Apache Spark
3 11 (4.55%) Apache Pig
4 6 (2.48%) Tornado
5 5 (2.07%) SharePoint
6 3 (1.24%) Apache
7 2 (0.83%) Elasticsearch
Applications
1 43 (17.77%) SPSS
2 32 (13.22%) MS Excel
3 11 (4.55%) MS Office
4 10 (4.13%) SPSS Modeler
5 9 (3.72%) MS PowerPoint
6 6 (2.48%) EViews
7 2 (0.83%) Stata
Business Applications
1 3 (1.24%) Data Workbench
2 2 (0.83%) SAP Oil and Gas
3 1 (0.41%) Eloqua
3 1 (0.41%) FastStats
3 1 (0.41%) SAP InfiniteInsight
Cloud Services
1 11 (4.55%) Amazon AWS
2 9 (3.72%) Google Analytics
3 5 (2.07%) Microsoft Azure
4 4 (1.65%) Google Cloud Platform
5 2 (0.83%) Adobe Analytics
5 2 (0.83%) SaaS
6 1 (0.41%) Amazon EC2
6 1 (0.41%) Amazon Kinesis
6 1 (0.41%) Amazon S3
6 1 (0.41%) Amazon SQS
6 1 (0.41%) GitHub
6 1 (0.41%) Heroku
6 1 (0.41%) Office 365
Communications & Networking
1 2 (0.83%) Internet
2 1 (0.41%) Symposium
Database & Business Intelligence
1 100 (41.32%) Big Data
2 94 (38.84%) Hadoop
3 56 (23.14%) Data Mining
4 33 (13.64%) Apache Hive
5 31 (12.81%) NoSQL
6 27 (11.16%) Relational Database
7 15 (6.20%) QlikView
8 14 (5.79%) Apache Cassandra
9 13 (5.37%) Spotfire
10 12 (4.96%) Amazon Redshift
11 11 (4.55%) MongoDB
12 10 (4.13%) BusinessObjects
13 8 (3.31%) SQL Server
13 8 (3.31%) Text Mining
14 6 (2.48%) Data Warehouse
14 6 (2.48%) KNIME
14 6 (2.48%) MySQL
15 5 (2.07%) HBase
16 4 (1.65%) Impala
16 4 (1.65%) RDBMS
Development Applications
1 6 (2.48%) Git (software)
2 4 (1.65%) RStudio
General
1 74 (30.58%) Marketing
2 48 (19.83%) Finance
3 19 (7.85%) Games
3 19 (7.85%) Retail
4 17 (7.02%) Banking
5 15 (6.20%) Telecoms
6 12 (4.96%) Advertising
7 11 (4.55%) Pharmaceutical
8 6 (2.48%) Billing
8 6 (2.48%) Electronics
9 4 (1.65%) Retail Banking
10 2 (0.83%) Back Office
10 2 (0.83%) Investment Banking
10 2 (0.83%) Legal
10 2 (0.83%) Manufacturing
11 1 (0.41%) Publishing
Job Titles
1 106 (43.80%) Data Scientist
2 80 (33.06%) Analyst
3 27 (11.16%) Senior Data Scientist
4 16 (6.61%) Data Analyst
4 16 (6.61%) Data Engineer
5 15 (6.20%) Insight Analyst
6 12 (4.96%) Consultant
7 11 (4.55%) Analytics Consultant
8 10 (4.13%) Analytics Manager
8 10 (4.13%) Senior Analyst
9 9 (3.72%) Data Consultant
10 8 (3.31%) SAS Analyst
11 7 (2.89%) Big Data Consultant
11 7 (2.89%) Data Modeller
11 7 (2.89%) Hadoop Consultant
11 7 (2.89%) Machine Learning Scientist
12 6 (2.48%) Big Data Engineer
12 6 (2.48%) Marketing Analyst
12 6 (2.48%) SQL Analyst
13 5 (2.07%) Quantitative Analyst
Libraries, Frameworks & Software Standards
1 13 (5.37%) Natural Language Processing
2 10 (4.13%) scikit-learn
3 9 (3.72%) Pandas
4 8 (3.31%) D3.js
5 7 (2.89%) NumPy
6 6 (2.48%) Flask
7 4 (1.65%) Torch
8 2 (0.83%) Django
8 2 (0.83%) MLlib
8 2 (0.83%) SparkR
9 1 (0.41%) Ajax
9 1 (0.41%) CSS
9 1 (0.41%) HTML
9 1 (0.41%) OAuth
9 1 (0.41%) Regular Expression
9 1 (0.41%) REST
9 1 (0.41%) SciPy
9 1 (0.41%) SOAP
9 1 (0.41%) Velocity
9 1 (0.41%) XML
Miscellaneous
1 134 (55.37%) Analytical Skills
2 58 (23.97%) Algorithms
3 54 (22.31%) Computer Science
4 12 (4.96%) Social Network
5 9 (3.72%) Data Structures
6 8 (3.31%) Credit Risk
7 7 (2.89%) User Experience
8 6 (2.48%) Life Science
9 5 (2.07%) Management Information System
10 4 (1.65%) Fintech
10 4 (1.65%) Social Media
11 3 (1.24%) Smartphone
12 2 (0.83%) Digital Media
12 2 (0.83%) Internet of Things
12 2 (0.83%) Mobile Games
13 1 (0.41%) Biotechnology
13 1 (0.41%) Blog
13 1 (0.41%) Clustering
13 1 (0.41%) FMCG
13 1 (0.41%) STB
Operating Systems
1 7 (2.89%) Unix
2 6 (2.48%) Linux
Processes & Methodologies
1 132 (54.55%) Analytics
2 108 (44.63%) Machine Learning
3 93 (38.43%) Statistics
4 89 (36.78%) Mathematics
5 58 (23.97%) Visualisation
6 55 (22.73%) Statistical Analysis
7 47 (19.42%) Statistical Modelling
8 40 (16.53%) Data Visualisation
9 38 (15.70%) Business Intelligence
10 37 (15.29%) Actionable Insight
11 35 (14.46%) Customer Segmentation
12 31 (12.81%) Agile Software Development
13 30 (12.40%) Customer Insight
13 30 (12.40%) Data Analysis
14 29 (11.98%) Time Series Analysis
15 28 (11.57%) Data Modelling
16 27 (11.16%) Deep Learning
17 26 (10.74%) Marketing Strategy
18 25 (10.33%) Data Analytics
19 24 (9.92%) Predictive Analytics
Programming Languages
1 152 (62.81%) SQL
2 149 (61.57%) R
3 135 (55.79%) Python
4 36 (14.88%) Java
5 28 (11.57%) MATLAB
6 25 (10.33%) C++
7 21 (8.68%) VBA
8 18 (7.44%) Scala
9 9 (3.72%) C
9 9 (3.72%) C#
10 8 (3.31%) Shell Script
11 6 (2.48%) PL/SQL
12 3 (1.24%) Clojure
12 3 (1.24%) JavaScript
12 3 (1.24%) Julia
12 3 (1.24%) Ruby
12 3 (1.24%) VB
13 2 (0.83%) Perl
Qualifications
1 68 (28.10%) PhD
2 61 (25.21%) Degree
3 4 (1.65%) Postgraduate
Quality Assurance & Compliance
1 12 (4.96%) Data Quality
2 4 (1.65%) IFRS
2 4 (1.65%) IFRS 9
3 1 (0.41%) Actionable Recommendations
3 1 (0.41%) QA
System Software
1 4 (1.65%) HDFS
2 1 (0.41%) Docker
Systems Management
1 3 (1.24%) Oozie
Vendors
1 36 (14.88%) Tableau
2 17 (7.02%) Oracle
3 13 (5.37%) Google
4 11 (4.55%) Microsoft
5 9 (3.72%) Cloudera
6 8 (3.31%) MapR
7 6 (2.48%) Netezza
8 5 (2.07%) Adobe
8 5 (2.07%) IBM
9 4 (1.65%) Hortonworks
9 4 (1.65%) MicroStrategy
10 3 (1.24%) Marketo
10 3 (1.24%) RapidMiner
10 3 (1.24%) TIBCO
11 2 (0.83%) Alteryx
11 2 (0.83%) Greenplum
11 2 (0.83%) Salesforce.com
11 2 (0.83%) SAP
11 2 (0.83%) Teradata
12 1 (0.41%) comScore
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