Period
to 18 August 2018

The following table provides summary statistics for permanent job vacancies advertised in Berkshire with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 18 August 2018 with a comparison to the same period in the previous 2 years.

Analytics
South East > Berkshire
6 months to
18 Aug 2018
Same period 2017 Same period 2016
Rank 72 66 64
Rank change year-on-year -6 -2 +23
Permanent jobs citing Analytics 256 271 358
As % of all permanent IT jobs advertised in Berkshire 3.89% 4.20% 3.96%
As % of the Processes & Methodologies category 4.31% 4.81% 4.37%
Number of salaries quoted 215 202 311
Berkshire median annual salary £55,000 £54,000 £50,000
Median salary % change year-on-year +1.85% +8.00% -
10th Percentile £33,643 £26,250 £32,500
90th Percentile £85,600 £75,900 £78,750
South East median annual salary £50,000 £50,000 £50,000

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 5,940 5,634 8,187
As % of all permanent IT jobs advertised in Berkshire 90.18% 87.32% 90.45%
Number of salaries quoted 4,741 4,425 6,479
Berkshire median annual salary £50,000 £50,000 £50,000
10th Percentile £30,000 £27,500 £30,000
90th Percentile £73,750 £75,000 £73,750
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Analytics
Job Vacancy Trend in Berkshire

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

Job vacancy trend for Analytics in Berkshire

Analytics
Salary Trend in Berkshire

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

Salary trend for Analytics in Berkshire

Analytics
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Analytics in Berkshire over the 6 months to 18 August 2018.

Salary histogram for Analytics in Berkshire

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 Analytics within the Berkshire region over the 6 months to 18 August 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
Reading +38 103 £57,500 +15.00% 15
Maidenhead -54 38 £55,000 +22.22% 5
Newbury +22 31 £57,500 +29.94%
Bracknell -10 19 £52,251 +45.95% 3
Slough -7 14 £72,500 +11.54% 4
Wokingham -13 7 £50,000 -9.09% 1
Ascot -8 4 £55,000 -
Windsor -3 2 £46,250 -55.95% 1
Analytics
South East

For the 6 months to 18 August 2018, IT jobs citing Analytics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Berkshire region with a requirement for Analytics.

1 93 (36.33%) SQL
2 78 (30.47%) Business Intelligence
3 73 (28.52%) Agile Software Development
4 69 (26.95%) Data Analytics
5 59 (23.05%) Microsoft
6 58 (22.66%) Big Data
7 54 (21.09%) Finance
8 53 (20.70%) Analytical Skills
9 52 (20.31%) SQL Server
10 48 (18.75%) Java
11 47 (18.36%) JavaScript
12 46 (17.97%) Marketing
13 42 (16.41%) Power BI
14 39 (15.23%) HTML
14 39 (15.23%) Python
15 36 (14.06%) Degree
16 35 (13.67%) SQL Server Reporting Services
17 34 (13.28%) Data Warehouse
17 34 (13.28%) Microsoft Azure
17 34 (13.28%) Data Science
18 33 (12.89%) CSS
19 31 (12.11%) Hadoop
20 29 (11.33%) Visualisation
21 28 (10.94%) SQL Server Integration Services
21 28 (10.94%) Microsoft Excel
22 27 (10.55%) T-SQL
22 27 (10.55%) Problem-Solving
23 25 (9.77%) Oracle
24 24 (9.38%) Scrum
24 24 (9.38%) SQL Server Analysis Services

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 24 (9.38%) Apache Spark
2 10 (3.91%) Oracle Service Bus
3 7 (2.73%) CMS
4 6 (2.34%) WordPress
5 5 (1.95%) OpenStack
6 4 (1.56%) Elasticsearch
6 4 (1.56%) SAS
7 2 (0.78%) Apache
8 1 (0.39%) Apache Solr
8 1 (0.39%) BizTalk Server
8 1 (0.39%) IIS
8 1 (0.39%) JBoss
8 1 (0.39%) Oracle Workflow
8 1 (0.39%) Sitecore CMS
8 1 (0.39%) Tomcat
8 1 (0.39%) WebLogic
8 1 (0.39%) WebSphere
Applications
1 28 (10.94%) Microsoft Excel
2 10 (3.91%) Microsoft PowerPoint
3 9 (3.52%) Microsoft Office
4 4 (1.56%) Spreadsheet
5 1 (0.39%) Adobe Creative Suite
5 1 (0.39%) InVision
5 1 (0.39%) S-PLUS
Business Applications
1 7 (2.73%) Salesforce.com CRM
2 5 (1.95%) SAP S/4HANA
3 1 (0.39%) Eloqua
3 1 (0.39%) SessionCam
Cloud Services
1 34 (13.28%) Microsoft Azure
2 23 (8.98%) Amazon AWS
3 19 (7.42%) Google Analytics
4 15 (5.86%) Azure Data Factory
5 10 (3.91%) IBM Cloud
6 9 (3.52%) SaaS
7 8 (3.13%) PaaS
8 7 (2.73%) Adobe Analytics
9 5 (1.95%) Amazon ElastiCache
9 5 (1.95%) Amazon SQS
9 5 (1.95%) Google Cloud Platform
10 3 (1.17%) Google Tag Manager
10 3 (1.17%) IaaS
10 3 (1.17%) Serverless
11 2 (0.78%) SuccessFactors
12 1 (0.39%) AdWords
12 1 (0.39%) Firebase
12 1 (0.39%) GitHub
Communications & Networking
1 14 (5.47%) Firewall
2 12 (4.69%) DNS
2 12 (4.69%) SAN
3 10 (3.91%) DHCP
3 10 (3.91%) LAN
3 10 (3.91%) WAN
4 5 (1.95%) AMQP
5 3 (1.17%) Intrusion Detection
6 2 (0.78%) Cisco ASA
7 1 (0.39%) HTTP
7 1 (0.39%) Internet
7 1 (0.39%) Intranet
7 1 (0.39%) PPP
7 1 (0.39%) SMS
7 1 (0.39%) SSL
7 1 (0.39%) Unified Communications
Database & Business Intelligence
1 58 (22.66%) Big Data
2 52 (20.31%) SQL Server
3 42 (16.41%) Power BI
4 35 (13.67%) SQL Server Reporting Services
5 34 (13.28%) Data Warehouse
6 31 (12.11%) Hadoop
7 28 (10.94%) SQL Server Integration Services
8 24 (9.38%) SQL Server Analysis Services
9 19 (7.42%) Apache Hive
10 18 (7.03%) NoSQL
11 15 (5.86%) Relational Database
12 14 (5.47%) Azure SQL Database
13 13 (5.08%) Crystal Reports
13 13 (5.08%) MySQL
14 12 (4.69%) Azure SQL Data Warehouse
14 12 (4.69%) Data Lake
15 10 (3.91%) BusinessObjects
16 9 (3.52%) Apache Cassandra
17 8 (3.13%) HBase
18 7 (2.73%) SAP Data Services
Development Applications
1 12 (4.69%) Git (software)
2 9 (3.52%) Jenkins
3 7 (2.73%) SpecFlow
4 6 (2.34%) JMeter
4 6 (2.34%) Subversion
5 5 (1.95%) Cucumber
5 5 (1.95%) Gatling
5 5 (1.95%) JUnit
6 4 (1.56%) Artifactory
7 3 (1.17%) SQL Server Management Studio (SSMS)
8 2 (0.78%) fastlane
8 2 (0.78%) git-flow
8 2 (0.78%) Maven
8 2 (0.78%) Selenium
9 1 (0.39%) Bitbucket
9 1 (0.39%) Eclipse
9 1 (0.39%) Gradle
9 1 (0.39%) SoapUI
9 1 (0.39%) Toad
9 1 (0.39%) Visual Studio
General
1 54 (21.09%) Finance
2 46 (17.97%) Marketing
3 23 (8.98%) Advertising
4 21 (8.20%) Telecoms
5 17 (6.64%) Retail
6 13 (5.08%) Manufacturing
7 10 (3.91%) Automotive
7 10 (3.91%) Electronics
8 6 (2.34%) Banking
9 4 (1.56%) Local Government
10 3 (1.17%) Front Office
10 3 (1.17%) Games
10 3 (1.17%) Investment Banking
10 3 (1.17%) Legal
10 3 (1.17%) Publishing
11 2 (0.78%) Pharmaceutical
Job Titles
1 57 (22.27%) Developer
2 49 (19.14%) Analyst
3 30 (11.72%) Architect
4 20 (7.81%) Consultant
4 20 (7.81%) Data Analyst
5 19 (7.42%) Senior Developer
6 16 (6.25%) Business Intelligence Analyst
7 14 (5.47%) Data Architect
8 12 (4.69%) Analytics Manager
8 12 (4.69%) Java Developer
9 11 (4.30%) Data Centre Architect
10 10 (3.91%) Infrastructure Architect
10 10 (3.91%) Senior Analyst
10 10 (3.91%) Virtualisation Architect
11 9 (3.52%) Data Engineer
11 9 (3.52%) Development Manager
11 9 (3.52%) Product Manager
11 9 (3.52%) Software Engineer
11 9 (3.52%) SQL Analyst
12 8 (3.13%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 39 (15.23%) HTML
2 33 (12.89%) CSS
3 18 (7.03%) Middleware
4 14 (5.47%) AngularJS
5 13 (5.08%) jQuery
5 13 (5.08%) Kafka
5 13 (5.08%) Spring
5 13 (5.08%) Web Services
6 11 (4.30%) TensorFlow
7 10 (3.91%) .NET
8 9 (3.52%) Hibernate
9 7 (2.73%) Akka
9 7 (2.73%) J2EE
9 7 (2.73%) RESTful
9 7 (2.73%) XML
10 6 (2.34%) Gherkin
10 6 (2.34%) RabbitMQ
11 5 (1.95%) HTML5
11 5 (1.95%) Node.js
11 5 (1.95%) Sass
Miscellaneous
1 53 (20.70%) Analytical Skills
2 23 (8.98%) User Experience
3 14 (5.47%) Computer Science
3 14 (5.47%) Data Centre
4 13 (5.08%) Self-Motivation
5 10 (3.91%) IBM Mainframe
5 10 (3.91%) Mainframe
5 10 (3.91%) Public Cloud
6 8 (3.13%) Greenfield Project
7 7 (2.73%) Fintech
8 5 (1.95%) Derivative
8 5 (1.95%) Enterprise Software
8 5 (1.95%) NHS
8 5 (1.95%) PMI
9 4 (1.56%) Algorithms
9 4 (1.56%) Foreign Exchange (FX)
10 3 (1.17%) BYOD
10 3 (1.17%) Cyberthreat
10 3 (1.17%) Data Structures
10 3 (1.17%) Driving Licence
Operating Systems
1 14 (5.47%) Linux
2 10 (3.91%) Android
3 6 (2.34%) Apple iOS
4 5 (1.95%) Windows
Processes & Methodologies
1 78 (30.47%) Business Intelligence
2 73 (28.52%) Agile Software Development
3 69 (26.95%) Data Analytics
4 34 (13.28%) Data Science
5 29 (11.33%) Visualisation
6 27 (10.55%) Problem-Solving
7 24 (9.38%) Scrum
7 24 (9.38%) SDLC
8 23 (8.98%) ETL
8 23 (8.98%) Machine Learning
9 22 (8.59%) Big Data Analytics
9 22 (8.59%) Data Analysis
9 22 (8.59%) Data Modelling
10 19 (7.42%) Business Development
10 19 (7.42%) Continuous Integration
11 18 (7.03%) Software Engineering
11 18 (7.03%) Test Automation
12 17 (6.64%) CRM
12 17 (6.64%) TDD
13 15 (5.86%) Data Visualisation
Programming Languages
1 93 (36.33%) SQL
2 48 (18.75%) Java
3 47 (18.36%) JavaScript
4 39 (15.23%) Python
5 27 (10.55%) T-SQL
6 20 (7.81%) R
7 19 (7.42%) C
7 19 (7.42%) Scala
8 13 (5.08%) C#
9 11 (4.30%) C++
10 9 (3.52%) Java 8
11 8 (3.13%) Data Analysis Expressions (DAX)
12 7 (2.73%) PHP
13 5 (1.95%) Bash Shell
14 4 (1.56%) Go
14 4 (1.56%) Kotlin
15 3 (1.17%) VBA
16 2 (0.78%) Korn
17 1 (0.39%) PL/SQL
17 1 (0.39%) VB
Qualifications
1 36 (14.06%) Degree
2 14 (5.47%) Security Cleared
3 11 (4.30%) Master's Degree
4 9 (3.52%) SC Cleared
5 6 (2.34%) Computer Science Degree
5 6 (2.34%) PMI Certification
6 4 (1.56%) CISSP
7 3 (1.17%) DV Cleared
7 3 (1.17%) PhD
8 2 (0.78%) MCSE
8 2 (0.78%) Microsoft Certification
8 2 (0.78%) Numerate Degree
8 2 (0.78%) SANS
9 1 (0.39%) Analytics IQ
9 1 (0.39%) AWS Certification
9 1 (0.39%) CEH
9 1 (0.39%) CISA
9 1 (0.39%) CISM
9 1 (0.39%) MCSA
9 1 (0.39%) PMP
Quality Assurance & Compliance
1 22 (8.59%) QA
2 11 (4.30%) Data Quality
3 3 (1.17%) GDPR
3 3 (1.17%) GPG13
4 1 (0.39%) SLA
System Software
1 14 (5.47%) VMware Infrastructure
2 13 (5.08%) Active Directory
3 10 (3.91%) Hyper-V
3 10 (3.91%) NFS
3 10 (3.91%) VMware ESXi
3 10 (3.91%) VMware NSX
4 8 (3.13%) Docker
4 8 (3.13%) HDFS
5 3 (1.17%) Apache Flume
5 3 (1.17%) Virtual Machines
Systems Management
1 10 (3.91%) Terraform
1 10 (3.91%) Tivoli Storage Manager
1 10 (3.91%) vCenter Server
2 8 (3.13%) Kubernetes
3 6 (2.34%) Ansible
4 4 (1.56%) Docker Swarm
4 4 (1.56%) Kibana
5 3 (1.17%) SCCM
6 2 (0.78%) EMC NetWorker
7 1 (0.39%) BladeLogic
7 1 (0.39%) Opscode Chef
7 1 (0.39%) Puppet
7 1 (0.39%) Systems Management Server (SMS)
Vendors
1 59 (23.05%) Microsoft
2 25 (9.77%) Oracle
3 23 (8.98%) Google
4 22 (8.59%) SAP
5 16 (6.25%) Tableau
5 16 (6.25%) VMware
6 15 (5.86%) IBM
7 12 (4.69%) Intel
8 11 (4.30%) Salesforce.com
9 10 (3.91%) Actifio
9 10 (3.91%) Capita
9 10 (3.91%) CommVault
9 10 (3.91%) Veeam
10 9 (3.52%) Adobe
11 7 (2.73%) Optimizely
12 6 (2.34%) Talend
13 5 (1.95%) Birst
13 5 (1.95%) Informatica
13 5 (1.95%) RapidMiner
14 4 (1.56%) Snow