Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Predictive Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Predictive Analytics over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Analytics
Central London > City of London
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 278 326 396
Rank change year-on-year +48 +70 +63
Permanent jobs citing Predictive Analytics 42 19 20
As % of all permanent IT jobs advertised in the City of London 0.41% 0.16% 0.12%
As % of the Processes & Methodologies category 0.46% 0.18% 0.13%
Number of salaries quoted 38 17 11
City of London median annual salary £67,500 £50,000 £52,500
Median salary % change year-on-year +35.00% -4.76% -34.38%
10th Percentile £43,375 £31,250 £37,500
90th Percentile £95,000 £78,750 £72,500
Central London median annual salary £70,000 £57,500 £60,000
% change year-on-year +21.74% -4.17% -25.00%

Predictive Analytics 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 9200 10313 15272
As % of all permanent IT jobs advertised in the City of London 90.13% 89.43% 89.11%
Number of salaries quoted 8307 9399 13239
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 £35,000 £33,750
90th Percentile £93,950 £90,000 £87,500
Central London median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

Predictive Analytics
Job Vacancy Trend in the City of London

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

Job vacancy trend for Predictive Analytics in the City of London

Predictive Analytics
Salary Trend in the City of London

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

Salary trend for Predictive Analytics in the City of London

Predictive Analytics
Salary Histogram in the City of London

The salary distribution of IT jobs citing Predictive Analytics in the City of London over the 6 months to 20 November 2017.

Salary histogram for Predictive Analytics in the City of London

Predictive Analytics
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 Analytics within the City of London region over the 6 months to 20 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
Moorgate - 3 £90,000 -
Predictive Analytics
Central London

For the 6 months to 20 November 2017, IT jobs citing Predictive Analytics 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 Analytics.

1 42 (100.00%) Analytics
2 31 (73.81%) Python
3 30 (71.43%) Machine Learning
4 27 (64.29%) Java
4 27 (64.29%) SQL
5 23 (54.76%) Big Data
6 22 (52.38%) Apache Spark
7 21 (50.00%) NoSQL
8 18 (42.86%) Business Intelligence
9 17 (40.48%) Hadoop
9 17 (40.48%) Degree
10 15 (35.71%) Amazon AWS
11 14 (33.33%) Data Warehouse
12 13 (30.95%) Scala
13 12 (28.57%) Marketing
13 12 (28.57%) Data Modelling
13 12 (28.57%) ETL
13 12 (28.57%) Finance
13 12 (28.57%) Agile Software Development
14 11 (26.19%) Publishing
14 11 (26.19%) Talend Open Studio
14 11 (26.19%) Talend
14 11 (26.19%) Google Cloud Platform
15 10 (23.81%) Google
16 9 (21.43%) Statistics
16 9 (21.43%) Algorithmic Trading
16 9 (21.43%) Visualisation
16 9 (21.43%) Apache Hive
17 8 (19.05%) C#
17 8 (19.05%) PhD

Predictive Analytics
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 22 (52.38%) Apache Spark
2 4 (9.52%) SAS
3 3 (7.14%) Apache Pig
4 1 (2.38%) Apache
4 1 (2.38%) Apache Airflow
4 1 (2.38%) OpenStack
4 1 (2.38%) Oracle Workflow
Applications
1 2 (4.76%) SPSS
2 1 (2.38%) HipChat
2 1 (2.38%) Microsoft Excel
Cloud Services
1 15 (35.71%) Amazon AWS
2 11 (26.19%) Google Cloud Platform
3 5 (11.90%) Microsoft Azure
Database & Business Intelligence
1 23 (54.76%) Big Data
2 21 (50.00%) NoSQL
3 17 (40.48%) Hadoop
4 14 (33.33%) Data Warehouse
5 9 (21.43%) Apache Hive
6 8 (19.05%) BigQuery
7 5 (11.90%) Data Mining
7 5 (11.90%) Power BI
8 4 (9.52%) QlikView
9 3 (7.14%) Flink
9 3 (7.14%) HDInsight
9 3 (7.14%) MongoDB
10 2 (4.76%) Apache Cassandra
10 2 (4.76%) Impala
10 2 (4.76%) SQL Server Analysis Services
10 2 (4.76%) SQL Server Integration Services
10 2 (4.76%) SQL Server Reporting Services
10 2 (4.76%) Text Mining
11 1 (2.38%) MySQL
11 1 (2.38%) SQL Server
Development Applications
1 11 (26.19%) Talend Open Studio
2 2 (4.76%) Git (software)
3 1 (2.38%) Bitbucket
3 1 (2.38%) Jenkins
3 1 (2.38%) JIRA
General
1 12 (28.57%) Finance
1 12 (28.57%) Marketing
2 11 (26.19%) Publishing
3 7 (16.67%) Front Office
4 4 (9.52%) Retail
5 3 (7.14%) Banking
6 1 (2.38%) Advertising
6 1 (2.38%) Automotive
6 1 (2.38%) Legal
6 1 (2.38%) Manufacturing
Job Titles
1 15 (35.71%) Data Scientist
2 10 (23.81%) Data Engineer
3 9 (21.43%) Developer
4 4 (9.52%) Senior Data Scientist
5 3 (7.14%) Architect
5 3 (7.14%) Consultant
5 3 (7.14%) Data Architect
5 3 (7.14%) Senior Architect
5 3 (7.14%) Senior Data Architect
6 2 (4.76%) Big Data Engineer
6 2 (4.76%) Big Data Software Engineer
6 2 (4.76%) Business Consultant
6 2 (4.76%) Business Developer
6 2 (4.76%) Business Intelligence Consultant
6 2 (4.76%) Business Intelligence Developer
6 2 (4.76%) Software Engineer
7 1 (2.38%) Analytics Consultant
7 1 (2.38%) Linux DevOps Engineer
7 1 (2.38%) Linux/Unix DevOps
7 1 (2.38%) Microsoft BI Developer
Libraries, Frameworks & Software Standards
1 8 (19.05%) Lucene
2 7 (16.67%) Kafka
3 6 (14.29%) Akka
3 6 (14.29%) GraphX
4 3 (7.14%) TensorFlow
5 2 (4.76%) CSS
5 2 (4.76%) Pandas
5 2 (4.76%) PySpark
5 2 (4.76%) scikit-learn
5 2 (4.76%) Web Services
6 1 (2.38%) .NET
6 1 (2.38%) AngularJS
6 1 (2.38%) Elastic Stack
6 1 (2.38%) HTML
6 1 (2.38%) jQuery
6 1 (2.38%) NumPy
6 1 (2.38%) OpenFin
6 1 (2.38%) React
6 1 (2.38%) SciPy
6 1 (2.38%) Symfony
Miscellaneous
1 8 (19.05%) Algorithms
1 8 (19.05%) Semantic Web
2 5 (11.90%) Analytical Skills
3 4 (9.52%) Computer Science
4 3 (7.14%) Equities
4 3 (7.14%) Fintech
5 2 (4.76%) Robotics
6 1 (2.38%) Fixed Income
6 1 (2.38%) Life Science
6 1 (2.38%) Private Cloud
6 1 (2.38%) User Experience
Operating Systems
1 1 (2.38%) Linux
Processes & Methodologies
1 42 (100.00%) Analytics
2 30 (71.43%) Machine Learning
3 18 (42.86%) Business Intelligence
4 12 (28.57%) Agile Software Development
4 12 (28.57%) Data Modelling
4 12 (28.57%) ETL
5 9 (21.43%) Algorithmic Trading
5 9 (21.43%) Statistics
5 9 (21.43%) Visualisation
6 7 (16.67%) Mathematics
6 7 (16.67%) Software Engineering
7 6 (14.29%) Data Analysis
7 6 (14.29%) Data Engineering
7 6 (14.29%) Low Latency
7 6 (14.29%) Memory Management
7 6 (14.29%) Pattern Recognition
8 5 (11.90%) Data Visualisation
8 5 (11.90%) Predictive Modelling
8 5 (11.90%) Stakeholder Management
9 4 (9.52%) CRM
Programming Languages
1 31 (73.81%) Python
2 27 (64.29%) Java
2 27 (64.29%) SQL
3 13 (30.95%) Scala
4 8 (19.05%) C#
5 7 (16.67%) C++
6 6 (14.29%) R
7 5 (11.90%) MATLAB
8 2 (4.76%) HiveQL
8 2 (4.76%) JavaScript
9 1 (2.38%) C
9 1 (2.38%) Go
9 1 (2.38%) PowerShell
9 1 (2.38%) T-SQL
Qualifications
1 17 (40.48%) Degree
2 8 (19.05%) PhD
3 2 (4.76%) Microsoft Certification
4 1 (2.38%) Computer Science Degree
4 1 (2.38%) Master's Degree
Quality Assurance & Compliance
1 3 (7.14%) GCP
System Software
1 6 (14.29%) Apache Flume
2 2 (4.76%) Docker
2 2 (4.76%) HDFS
Systems Management
1 6 (14.29%) Hadoop YARN
1 6 (14.29%) Mesos
2 1 (2.38%) Ansible
2 1 (2.38%) Grafana
2 1 (2.38%) logstash
2 1 (2.38%) Prometheus
Vendors
1 11 (26.19%) Talend
2 10 (23.81%) Google
3 8 (19.05%) Tableau
4 3 (7.14%) Adobe
4 3 (7.14%) Microsoft
5 1 (2.38%) Alteryx
5 1 (2.38%) EXASOL
5 1 (2.38%) IBM
5 1 (2.38%) Oracle
5 1 (2.38%) Salesforce.com