Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Berkshire 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Predictive Analytics
South East > Berkshire
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 242 297 289
Rank change year-on-year +55 -8 +55
Permanent jobs citing Predictive Analytics 16 3 50
As % of all permanent IT jobs advertised in Berkshire 0.25% 0.035% 0.45%
As % of the Processes & Methodologies category 0.29% 0.039% 0.52%
Number of salaries quoted 16 2 57
Berkshire median annual salary £65,000 £44,750 £50,000
Median salary % change year-on-year +45.25% -10.50% -33.33%
10th Percentile £32,000 £29,500 £41,250
90th Percentile £75,000 £62,400 £59,250
South East median annual salary £55,000 £60,000 £50,000
% change year-on-year -8.33% +20.00% -20.00%

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 Berkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Berkshire
Permanent vacancies with a requirement for process or methodology skills 5487 7632 9644
As % of all permanent IT jobs advertised in Berkshire 86.37% 88.11% 86.99%
Number of salaries quoted 4274 5822 7534
Berkshire median annual salary £50,000 £50,000 £50,000
10th Percentile £28,500 £30,000 £28,750
90th Percentile £75,000 £75,000 £71,250
South East median annual salary £45,000 £45,000 £45,000

Predictive Analytics
Job Vacancy Trend in Berkshire

Job postings citing Predictive Analytics as a percentage of all IT jobs advertised in Berkshire.

Job vacancy trend for Predictive Analytics in Berkshire

Predictive Analytics
Salary Trend in Berkshire

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

Salary trend for Predictive Analytics in Berkshire

Predictive Analytics
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Predictive Analytics in Berkshire over the 6 months to 24 November 2017.

Salary histogram for Predictive Analytics in Berkshire

Predictive Analytics
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Predictive Analytics within the Berkshire region over the 6 months to 24 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
Reading +47 10 £61,250 +36.87% 1
Slough - 4 £65,000 -
Predictive Analytics
South East

For the 6 months to 24 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 Berkshire region with a requirement for Predictive Analytics.

1 16 (100.00%) Analytics
2 14 (87.50%) Python
2 14 (87.50%) Mathematics
3 13 (81.25%) SQL
4 12 (75.00%) Big Data
5 11 (68.75%) Data Mining
6 10 (62.50%) Statistics
6 10 (62.50%) Algorithms
6 10 (62.50%) Machine Learning
7 9 (56.25%) Analytical Skills
7 9 (56.25%) Computer Science
8 8 (50.00%) Hadoop
8 8 (50.00%) Degree
8 8 (50.00%) SAS
8 8 (50.00%) R
9 6 (37.50%) MapReduce
9 6 (37.50%) Apache Pig
9 6 (37.50%) Business Intelligence
9 6 (37.50%) Apache Hive
10 5 (31.25%) Logistic Regression
10 5 (31.25%) Cluster Analysis
10 5 (31.25%) Amazon AWS
10 5 (31.25%) Data Architecture
10 5 (31.25%) SQL Server Analysis Services
10 5 (31.25%) Operations Research
10 5 (31.25%) SQL Server Integration Services
10 5 (31.25%) Neural Network
10 5 (31.25%) Microsoft
10 5 (31.25%) Finance
10 5 (31.25%) ETL

Predictive Analytics
Co-occurring IT Skills in Berkshire 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 8 (50.00%) SAS
2 6 (37.50%) Apache Pig
3 5 (31.25%) Apache Spark
4 1 (6.25%) SharePoint
Cloud Services
1 5 (31.25%) Amazon AWS
2 4 (25.00%) Amazon EMR
3 1 (6.25%) Amazon S3
3 1 (6.25%) Cortana Intelligence Suite
3 1 (6.25%) Microsoft Azure
Database & Business Intelligence
1 12 (75.00%) Big Data
2 11 (68.75%) Data Mining
3 8 (50.00%) Hadoop
4 6 (37.50%) Apache Hive
5 5 (31.25%) Data Warehouse
5 5 (31.25%) Power BI
5 5 (31.25%) Relational Database
5 5 (31.25%) SQL Server
5 5 (31.25%) SQL Server Analysis Services
5 5 (31.25%) SQL Server Integration Services
6 4 (25.00%) HBase
6 4 (25.00%) Impala
6 4 (25.00%) MySQL
6 4 (25.00%) NoSQL
6 4 (25.00%) QlikView
6 4 (25.00%) Sqoop
6 4 (25.00%) Star Schema
7 3 (18.75%) KNIME
8 1 (6.25%) Azure SQL Database
8 1 (6.25%) Data Lake
General
1 5 (31.25%) Finance
2 4 (25.00%) Retail
Job Titles
1 10 (62.50%) Data Scientist
2 4 (25.00%) Analyst
2 4 (25.00%) Business Developer
2 4 (25.00%) Business Intelligence Developer
2 4 (25.00%) Data Insight Analyst
2 4 (25.00%) Developer
2 4 (25.00%) Insight Analyst
2 4 (25.00%) Insight Data Analyst
3 1 (6.25%) Business Consultant
3 1 (6.25%) Business Intelligence Consultant
3 1 (6.25%) Consultant
3 1 (6.25%) Delivery Manager
3 1 (6.25%) Microsoft BI Consultant
3 1 (6.25%) Microsoft Consultant
3 1 (6.25%) Senior Data Scientist
3 1 (6.25%) Service Manager
3 1 (6.25%) Services Delivery Manager
Libraries, Frameworks & Software Standards
1 4 (25.00%) XML
Miscellaneous
1 10 (62.50%) Algorithms
2 9 (56.25%) Analytical Skills
2 9 (56.25%) Computer Science
3 5 (31.25%) Data Structures
4 3 (18.75%) Linux Command Line
5 1 (6.25%) Smart Meter
Operating Systems
1 3 (18.75%) Unix
Processes & Methodologies
1 16 (100.00%) Analytics
2 14 (87.50%) Mathematics
3 10 (62.50%) Machine Learning
3 10 (62.50%) Statistics
4 6 (37.50%) Business Intelligence
4 6 (37.50%) MapReduce
5 5 (31.25%) Cluster Analysis
5 5 (31.25%) Complexity Analysis
5 5 (31.25%) Data Architecture
5 5 (31.25%) Data Modelling
5 5 (31.25%) Decision Tree
5 5 (31.25%) ETL
5 5 (31.25%) Logistic Regression
5 5 (31.25%) Neural Network
5 5 (31.25%) Operations Research
6 4 (25.00%) Big Data Analytics
6 4 (25.00%) Data Governance
6 4 (25.00%) Master Data Management
6 4 (25.00%) Performance Tuning
6 4 (25.00%) Predictive Modelling
Programming Languages
1 14 (87.50%) Python
2 13 (81.25%) SQL
3 8 (50.00%) R
4 5 (31.25%) C#
4 5 (31.25%) C++
4 5 (31.25%) Java
4 5 (31.25%) Perl
5 4 (25.00%) JavaScript
6 3 (18.75%) MATLAB
7 1 (6.25%) Scala
Qualifications
1 8 (50.00%) Degree
2 5 (31.25%) PhD
3 4 (25.00%) Computer Science Degree
3 4 (25.00%) Numerate Degree
4 1 (6.25%) ITIL Certification
4 1 (6.25%) SC Cleared
4 1 (6.25%) Security Cleared
Quality Assurance & Compliance
1 4 (25.00%) Data Quality
1 4 (25.00%) QA
System Software
1 4 (25.00%) Apache Flume
1 4 (25.00%) HDFS
Systems Management
1 4 (25.00%) Nagios
1 4 (25.00%) Oozie
Vendors
1 5 (31.25%) Microsoft
2 4 (25.00%) Cloudera
2 4 (25.00%) Oracle
2 4 (25.00%) Tableau