Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Modelling
England > London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 658 677 754
Rank change year-on-year +19 +77 -17
Permanent jobs citing Predictive Modelling 186 168 162
As % of all permanent IT jobs advertised in London 0.25% 0.22% 0.18%
As % of the Processes & Methodologies category 0.27% 0.24% 0.20%
Number of salaries quoted 162 150 128
London median annual salary £67,500 £60,000 £57,500
Median salary % change year-on-year +12.50% +4.35% -11.54%
10th Percentile £37,500 £34,750 £34,625
90th Percentile £99,750 £95,000 £85,000
England median annual salary £55,000 £52,500 £53,750
% change year-on-year +4.76% -2.33% -14.00%

Predictive Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68732 68845 79948
As % of all permanent IT jobs advertised in London 91.62% 90.63% 89.56%
Number of salaries quoted 52798 59247 67347
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,750
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Predictive Modelling
Job Vacancy Trend in London

Job postings citing Predictive Modelling as a percentage of all IT jobs advertised in London.

Job vacancy trend for Predictive Modelling in London

Predictive Modelling
Salary Trend in London

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

Salary trend for Predictive Modelling in London

Predictive Modelling
Salary Histogram in London

The salary distribution of IT jobs citing Predictive Modelling in London over the 6 months to 18 November 2017.

Salary histogram for Predictive Modelling in London

Predictive Modelling
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Modelling within the London region over the 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +18 38 £55,000 +1.85% 1
West London - 7 £105,000 - 1
North London - 2 £52,500 -
Predictive Modelling
England

For the 6 months to 18 November 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 London region with a requirement for Predictive Modelling.

1 140 (75.27%) Python
2 135 (72.58%) Analytics
3 115 (61.83%) SQL
4 101 (54.30%) Machine Learning
5 94 (50.54%) R
6 93 (50.00%) Mathematics
7 91 (48.92%) Degree
8 77 (41.40%) Statistics
9 75 (40.32%) Computer Science
9 75 (40.32%) Analytical Skills
10 65 (34.95%) Visualisation
11 58 (31.18%) Apache Spark
12 55 (29.57%) Algorithms
12 55 (29.57%) Hadoop
13 50 (26.88%) Big Data
14 46 (24.73%) Finance
15 42 (22.58%) Java
15 42 (22.58%) Data Mining
16 41 (22.04%) SAS
17 40 (21.51%) SQL Server
18 37 (19.89%) JavaScript
18 37 (19.89%) Actionable Insight
19 36 (19.35%) Computer Science Degree
20 34 (18.28%) Scala
21 32 (17.20%) HTML
21 32 (17.20%) CSS
22 30 (16.13%) Neural Network
23 29 (15.59%) Predictive Analytics
24 27 (14.52%) Data Analytics
24 27 (14.52%) T-SQL

Predictive Modelling
Co-occurring IT Skills in London 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 58 (31.18%) Apache Spark
2 41 (22.04%) SAS
3 10 (5.38%) Apache Pig
4 4 (2.15%) Gentran
5 2 (1.08%) Apache
6 1 (0.54%) Apache Solr
6 1 (0.54%) Elasticsearch
6 1 (0.54%) IPython
6 1 (0.54%) Jupyter
Applications
1 17 (9.14%) Microsoft Excel
2 11 (5.91%) SPSS
3 9 (4.84%) Microsoft Office
4 4 (2.15%) CPLEX
5 3 (1.61%) Photoshop
6 2 (1.08%) Microsoft PowerPoint
Business Applications
1 4 (2.15%) Dynamics CRM
1 4 (2.15%) Oracle Receivables
2 3 (1.61%) SAP CRM
2 3 (1.61%) SAP Hybris
3 2 (1.08%) FastStats
Cloud Services
1 20 (10.75%) Amazon AWS
2 10 (5.38%) Microsoft Azure
3 7 (3.76%) OpenShift
4 5 (2.69%) Amazon S3
5 4 (2.15%) PaaS
5 4 (2.15%) SaaS
6 3 (1.61%) Adobe Analytics
6 3 (1.61%) IaaS
6 3 (1.61%) Office 365
7 2 (1.08%) Amazon EMR
8 1 (0.54%) AWS Lambda
8 1 (0.54%) Azure Machine Learning
8 1 (0.54%) Cloud Computing
8 1 (0.54%) Google Analytics
8 1 (0.54%) Google Cloud Platform
8 1 (0.54%) Serverless
Communications & Networking
1 3 (1.61%) LAN
1 3 (1.61%) NAS
1 3 (1.61%) SAN
1 3 (1.61%) WAN
1 3 (1.61%) Wi-Fi
2 1 (0.54%) Internet
Database & Business Intelligence
1 55 (29.57%) Hadoop
2 50 (26.88%) Big Data
3 42 (22.58%) Data Mining
4 40 (21.51%) SQL Server
5 23 (12.37%) MongoDB
6 20 (10.75%) Text Mining
7 19 (10.22%) NoSQL
8 17 (9.14%) Apache Hive
9 9 (4.84%) Apache Cassandra
9 9 (4.84%) Relational Database
10 7 (3.76%) QlikView
11 6 (3.23%) Impala
11 6 (3.23%) MySQL
12 5 (2.69%) HBase
13 4 (2.15%) KDB
13 4 (2.15%) PostgreSQL
13 4 (2.15%) Qlik Sense
14 3 (1.61%) BusinessObjects
14 3 (1.61%) Data Warehouse
14 3 (1.61%) IBM BigInsights
Development Applications
1 26 (13.98%) RStudio
1 26 (13.98%) SQL Server Management Studio (SSMS)
1 26 (13.98%) Subversion
2 3 (1.61%) Visual Studio
3 2 (1.08%) Talend Open Studio
4 1 (0.54%) Bower
4 1 (0.54%) Grunt
4 1 (0.54%) gulp
4 1 (0.54%) Karma Test Runner
4 1 (0.54%) Mocha
4 1 (0.54%) Protractor
4 1 (0.54%) Selenium
4 1 (0.54%) TeamCity
4 1 (0.54%) Visual Studio Team System
General
1 46 (24.73%) Finance
2 25 (13.44%) Marketing
3 20 (10.75%) Retail
4 15 (8.06%) Banking
5 11 (5.91%) Games
6 5 (2.69%) Automotive
6 5 (2.69%) Telecoms
7 4 (2.15%) Financial Institution
8 3 (1.61%) Pharmaceutical
9 2 (1.08%) Advertising
9 2 (1.08%) Front Office
9 2 (1.08%) Investment Banking
10 1 (0.54%) Legal
10 1 (0.54%) Wholesale Banking
Job Titles
1 102 (54.84%) Data Scientist
2 37 (19.89%) Developer
3 31 (16.67%) Analyst
4 24 (12.90%) Senior Data Scientist
5 22 (11.83%) R Developer
6 19 (10.22%) Machine Learning Scientist
7 11 (5.91%) Junior
8 10 (5.38%) Data Analyst
9 6 (3.23%) Junior Data Scientist
9 6 (3.23%) Machine Learning Engineer
9 6 (3.23%) Senior Analyst
10 5 (2.69%) Customer Analyst
10 5 (2.69%) Insight Analyst
10 5 (2.69%) Senior Insight Analyst
11 4 (2.15%) Analytics Manager
11 4 (2.15%) Data Insight Analyst
11 4 (2.15%) Data Manager
11 4 (2.15%) Insight Data Analyst
11 4 (2.15%) Junior Developer
11 4 (2.15%) Operations Analyst
Libraries, Frameworks & Software Standards
1 32 (17.20%) CSS
1 32 (17.20%) HTML
2 18 (9.68%) NumPy
3 15 (8.06%) Pandas
4 14 (7.53%) Natural Language Processing
4 14 (7.53%) scikit-learn
5 12 (6.45%) SciPy
6 11 (5.91%) TensorFlow
7 9 (4.84%) .NET
8 8 (4.30%) AngularJS
8 8 (4.30%) Kafka
9 7 (3.76%) Node.js
10 5 (2.69%) D3.js
11 4 (2.15%) Flask
11 4 (2.15%) Spring Boot
12 3 (1.61%) .NET Core
12 3 (1.61%) Polymer
12 3 (1.61%) React
12 3 (1.61%) REST
12 3 (1.61%) Theano
Miscellaneous
1 75 (40.32%) Analytical Skills
1 75 (40.32%) Computer Science
2 55 (29.57%) Algorithms
3 11 (5.91%) Management Information System
4 10 (5.38%) Fintech
5 7 (3.76%) Social Network
6 6 (3.23%) Clustering
7 4 (2.15%) Greenfield Project
7 4 (2.15%) Hedge funds
8 3 (1.61%) Data Centre
8 3 (1.61%) Equities
8 3 (1.61%) iPad
8 3 (1.61%) Marketing Technology
8 3 (1.61%) User Experience
9 2 (1.08%) Online Games
10 1 (0.54%) Internet of Things
Operating Systems
1 15 (8.06%) Linux
2 3 (1.61%) Windows
2 3 (1.61%) Windows Server
3 1 (0.54%) Ubuntu
Processes & Methodologies
1 135 (72.58%) Analytics
2 101 (54.30%) Machine Learning
3 93 (50.00%) Mathematics
4 77 (41.40%) Statistics
5 65 (34.95%) Visualisation
6 37 (19.89%) Actionable Insight
7 30 (16.13%) Neural Network
8 29 (15.59%) Predictive Analytics
9 27 (14.52%) Data Analytics
10 26 (13.98%) Business Intelligence
10 26 (13.98%) Software Engineering
10 26 (13.98%) Statistical Analysis
10 26 (13.98%) Statistical Modelling
11 24 (12.90%) Data Analysis
12 23 (12.37%) Artificial Intelligence
12 23 (12.37%) Data Visualisation
13 18 (9.68%) Deep Learning
13 18 (9.68%) Physics
14 16 (8.60%) Cluster Analysis
15 15 (8.06%) Use Case
Programming Languages
1 140 (75.27%) Python
2 115 (61.83%) SQL
3 94 (50.54%) R
4 42 (22.58%) Java
5 37 (19.89%) JavaScript
6 34 (18.28%) Scala
7 27 (14.52%) T-SQL
8 17 (9.14%) C#
8 17 (9.14%) C++
9 15 (8.06%) MATLAB
10 4 (2.15%) ActionScript
10 4 (2.15%) ActionScript 2.0
11 2 (1.08%) C
11 2 (1.08%) HiveQL
12 1 (0.54%) ES6
12 1 (0.54%) Julia
12 1 (0.54%) PL/SQL
12 1 (0.54%) Ruby
12 1 (0.54%) TypeScript
12 1 (0.54%) VBA
Qualifications
1 91 (48.92%) Degree
2 36 (19.35%) Computer Science Degree
3 21 (11.29%) PhD
4 10 (5.38%) Master's Degree
4 10 (5.38%) Numerate Degree
5 1 (0.54%) DV Cleared
5 1 (0.54%) MBA
5 1 (0.54%) SC Cleared
5 1 (0.54%) Security Cleared
Quality Assurance & Compliance
1 4 (2.15%) QA
2 1 (0.54%) Actionable Recommendations
2 1 (0.54%) Data Quality
System Software
1 10 (5.38%) Docker
2 6 (3.23%) HDFS
3 3 (1.61%) VMware Infrastructure
4 1 (0.54%) Apache Flume
4 1 (0.54%) Apache ZooKeeper
Systems Management
1 3 (1.61%) Microsoft Clustering
2 2 (1.08%) Oozie
3 1 (0.54%) Kubernetes
Vendors
1 26 (13.98%) Tableau
2 18 (9.68%) Microsoft
3 12 (6.45%) Oracle
4 6 (3.23%) Adobe
5 4 (2.15%) CA
5 4 (2.15%) Cloudera
5 4 (2.15%) Hortonworks
5 4 (2.15%) MicroStrategy
5 4 (2.15%) SAP
6 3 (1.61%) CommVault
6 3 (1.61%) Greenplum
6 3 (1.61%) hybris
6 3 (1.61%) IBM
6 3 (1.61%) MapR
6 3 (1.61%) VMware
7 2 (1.08%) Ab Initio
7 2 (1.08%) Cognos
7 2 (1.08%) Google
7 2 (1.08%) Netezza
7 2 (1.08%) Talend