Period
to 22 January 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 22 January 2018 with a comparison to the same period in the previous 2 years.

Predictive Modelling
Central London > City of London
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 312 311 371
Rank change year-on-year -1 +60 +36
Permanent jobs citing Predictive Modelling 20 16 12
As % of all permanent IT jobs advertised in the City of London 0.19% 0.15% 0.085%
As % of the Processes & Methodologies category 0.21% 0.17% 0.095%
Number of salaries quoted 19 15 11
City of London median annual salary £72,500 £45,000 £42,000
Median salary % change year-on-year +61.11% +7.14% -37.78%
10th Percentile £47,250 £31,250 £33,750
90th Percentile £95,000 £61,050 £73,750
Central London median annual salary £67,500 £52,000 £67,500
% change year-on-year +29.81% -22.96% +3.85%

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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 9,514 9,378 12,682
As % of all permanent IT jobs advertised in the City of London 90.90% 89.20% 89.69%
Number of salaries quoted 8,468 8,536 11,165
City of London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £36,250 £36,250 £35,000
90th Percentile £95,000 £92,500 £90,000
Central London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

Predictive Modelling
Job Vacancy Trend in the City of London

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

Job vacancy trend for Predictive Modelling in the City of London

Predictive Modelling
Salary Trend in the City of London

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

Salary trend for Predictive Modelling in the City of London

Predictive Modelling
Salary Histogram in the City of London

The salary distribution of IT jobs citing Predictive Modelling in the City of London over the 6 months to 22 January 2018.

Salary histogram for Predictive Modelling in the City of London

Predictive Modelling
Job Locations in the City of 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 City of London region over the 6 months to 22 January 2018. 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
Moorgate - 3 £90,000 -
Predictive Modelling
Central London

For the 6 months to 22 January 2018, 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 City of London region with a requirement for Predictive Modelling.

1 20 (100.00%) Analytics
2 18 (90.00%) Python
3 14 (70.00%) Finance
3 14 (70.00%) R
4 11 (55.00%) Machine Learning
4 11 (55.00%) Hadoop
4 11 (55.00%) Visualisation
4 11 (55.00%) Apache Spark
5 10 (50.00%) Degree
5 10 (50.00%) Mathematics
6 9 (45.00%) SQL
7 8 (40.00%) Java
7 8 (40.00%) PhD
7 8 (40.00%) Scala
8 7 (35.00%) C++
8 7 (35.00%) Algorithms
8 7 (35.00%) Data Analytics
8 7 (35.00%) Analytical Skills
9 6 (30.00%) JavaScript
9 6 (30.00%) Predictive Analytics
9 6 (30.00%) Computer Science
9 6 (30.00%) Statistics
10 5 (25.00%) Apache Hive
10 5 (25.00%) Big Data
10 5 (25.00%) Kafka
10 5 (25.00%) HTML
10 5 (25.00%) T-SQL
10 5 (25.00%) SQL Server
10 5 (25.00%) CSS
10 5 (25.00%) Subversion

Predictive Modelling
Co-occurring IT Skills in the City of 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 11 (55.00%) Apache Spark
2 3 (15.00%) Apache Pig
3 2 (10.00%) SAS
Applications
1 2 (10.00%) SPSS
2 1 (5.00%) Microsoft Excel
2 1 (5.00%) Microsoft PowerPoint
Cloud Services
1 4 (20.00%) OpenShift
Database & Business Intelligence
1 11 (55.00%) Hadoop
2 5 (25.00%) Apache Hive
2 5 (25.00%) Big Data
2 5 (25.00%) SQL Server
3 4 (20.00%) Data Mining
4 3 (15.00%) Flink
5 1 (5.00%) Data Warehouse
5 1 (5.00%) NoSQL
5 1 (5.00%) Relational Database
5 1 (5.00%) SAS EBI
Development Applications
1 5 (25.00%) RStudio
1 5 (25.00%) SQL Server Management Studio (SSMS)
1 5 (25.00%) Subversion
General
1 14 (70.00%) Finance
2 4 (20.00%) Banking
3 1 (5.00%) Financial Institution
3 1 (5.00%) Front Office
3 1 (5.00%) Games
3 1 (5.00%) Retail
3 1 (5.00%) Telecoms
Job Titles
1 18 (90.00%) Data Scientist
2 4 (20.00%) Developer
2 4 (20.00%) R Developer
3 2 (10.00%) Senior Data Scientist
4 1 (5.00%) Analyst
4 1 (5.00%) Business Intelligence Manager
4 1 (5.00%) Business Manager
4 1 (5.00%) Data Programmer
4 1 (5.00%) Machine Learning Analyst
4 1 (5.00%) Programmer
4 1 (5.00%) Qualitative Analyst
4 1 (5.00%) Quantitative Analyst
4 1 (5.00%) Telecoms Manager
Libraries, Frameworks & Software Standards
1 5 (25.00%) CSS
1 5 (25.00%) HTML
1 5 (25.00%) Kafka
2 3 (15.00%) TensorFlow
3 1 (5.00%) Akka
3 1 (5.00%) GraphX
Miscellaneous
1 7 (35.00%) Algorithms
1 7 (35.00%) Analytical Skills
2 6 (30.00%) Computer Science
3 3 (15.00%) Equities
3 3 (15.00%) Fintech
4 1 (5.00%) Hedge funds
4 1 (5.00%) Virtual Team
Processes & Methodologies
1 20 (100.00%) Analytics
2 11 (55.00%) Machine Learning
2 11 (55.00%) Visualisation
3 10 (50.00%) Mathematics
4 7 (35.00%) Data Analytics
5 6 (30.00%) Predictive Analytics
5 6 (30.00%) Statistics
6 5 (25.00%) Actionable Insight
6 5 (25.00%) Business Intelligence
7 4 (20.00%) Algorithmic Trading
7 4 (20.00%) Neural Network
7 4 (20.00%) Random Forest
7 4 (20.00%) Reinforcement Learning
7 4 (20.00%) Software Engineering
8 3 (15.00%) Agile Software Development
8 3 (15.00%) Data Analysis
8 3 (15.00%) Data Engineering
8 3 (15.00%) Stakeholder Management
8 3 (15.00%) Statistical Modelling
9 2 (10.00%) Propensity Modelling
Programming Languages
1 18 (90.00%) Python
2 14 (70.00%) R
3 9 (45.00%) SQL
4 8 (40.00%) Java
4 8 (40.00%) Scala
5 7 (35.00%) C++
6 6 (30.00%) JavaScript
7 5 (25.00%) T-SQL
8 4 (20.00%) MATLAB
9 2 (10.00%) HiveQL
10 1 (5.00%) C
10 1 (5.00%) C#
Qualifications
1 10 (50.00%) Degree
2 8 (40.00%) PhD
3 4 (20.00%) Computer Science Degree
4 1 (5.00%) DV Cleared
4 1 (5.00%) Master's Degree
4 1 (5.00%) Numerate Degree
4 1 (5.00%) SC Cleared
4 1 (5.00%) Security Cleared
Quality Assurance & Compliance
1 1 (5.00%) Data Quality
System Software
1 4 (20.00%) Docker
2 2 (10.00%) HDFS
3 1 (5.00%) Apache Flume
Systems Management
1 1 (5.00%) Hadoop YARN
1 1 (5.00%) Mesos
Vendors
1 4 (20.00%) Tableau
2 1 (5.00%) MicroStrategy