Period
to 18 November 2017

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 November 2017 with a comparison to the same period in the previous 2 years.

Analytics
South East > Berkshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 67 55 85
Rank change year-on-year -12 +30 +44
Permanent jobs citing Analytics 264 367 367
As % of all permanent IT jobs advertised in Berkshire 4.22% 4.22% 3.32%
As % of the Processes & Methodologies category 4.89% 4.77% 3.82%
Number of salaries quoted 178 308 319
Berkshire median annual salary £50,750 £50,000 £47,500
Median salary % change year-on-year +1.50% +5.26% -13.64%
10th Percentile £26,250 £33,375 £31,900
90th Percentile £81,250 £80,000 £67,500
South East median annual salary £47,500 £50,000 £46,500
% change year-on-year -5.00% +7.53% +3.33%

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 5403 7694 9618
As % of all permanent IT jobs advertised in Berkshire 86.27% 88.38% 86.95%
Number of salaries quoted 4212 5870 7495
Berkshire median annual salary £50,000 £50,000 £50,000
10th Percentile £28,500 £30,000 £28,750
90th Percentile £75,000 £75,000 £71,550
South East median annual salary £45,000 £45,000 £45,000

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 November 2017.

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 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 +18 77 £45,000 -20.00% 11
Maidenhead 0 42 £48,250 +20.63% 5
Slough -8 32 £65,000 +8.33% 2
Newbury -14 15 £55,000 +15.79% 4
Wokingham -2 10 £25,000 -33.33%
Bracknell -5 9 £35,400 -21.33% 1
Ascot - 8 £55,000 -
Hungerford - 5 £27,500 -
Windsor +13 4 - - 1
Thatcham - 1 £40,000 -
Analytics
South East

For the 6 months to 18 November 2017, IT jobs citing 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 Analytics.

1 62 (23.48%) SQL
2 61 (23.11%) Analytical Skills
3 56 (21.21%) Business Intelligence
4 54 (20.45%) Agile Software Development
5 52 (19.70%) Big Data
6 50 (18.94%) Data Analytics
7 46 (17.42%) Telecoms
8 44 (16.67%) Python
8 44 (16.67%) Marketing
9 40 (15.15%) Microsoft
10 39 (14.77%) Data Management
11 36 (13.64%) Java
12 35 (13.26%) Degree
12 35 (13.26%) Google
13 33 (12.50%) JavaScript
14 31 (11.74%) Data Modelling
15 30 (11.36%) Data Warehouse
15 30 (11.36%) Adobe
15 30 (11.36%) Finance
16 29 (10.98%) HTML
16 29 (10.98%) Mathematics
16 29 (10.98%) Hadoop
16 29 (10.98%) Adobe Analytics
17 28 (10.61%) Data Quality
17 28 (10.61%) SQL Server
17 28 (10.61%) CSS
17 28 (10.61%) User Experience
18 27 (10.23%) Digital Analytics
18 27 (10.23%) Linux
18 27 (10.23%) CRM

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 15 (5.68%) Apache Spark
2 13 (4.92%) Apache Pig
3 11 (4.17%) SAS
4 6 (2.27%) Apache
4 6 (2.27%) Elasticsearch
4 6 (2.27%) MS Project Server
5 3 (1.14%) JBoss
6 2 (0.76%) CMS
6 2 (0.76%) SharePoint
6 2 (0.76%) Skype for Business
7 1 (0.38%) GeoServer
7 1 (0.38%) MS Exchange
7 1 (0.38%) WordPress
Applications
1 27 (10.23%) Microsoft Excel
2 18 (6.82%) Microsoft Office
3 14 (5.30%) Microsoft PowerPoint
4 7 (2.65%) Photoshop
5 6 (2.27%) Adobe Illustrator
5 6 (2.27%) Microsoft Project
5 6 (2.27%) MS Visio
6 3 (1.14%) InVision
7 2 (0.76%) Spreadsheet
Business Applications
1 3 (1.14%) Sage X3
1 3 (1.14%) SessionCam
2 2 (0.76%) Dynamics AX
2 2 (0.76%) FastStats
3 1 (0.38%) Dynamics CRM
3 1 (0.38%) Dynamics NAV
3 1 (0.38%) Magento
3 1 (0.38%) SAP MDG
3 1 (0.38%) SAP SD
3 1 (0.38%) Shopify
3 1 (0.38%) Sprinklr
3 1 (0.38%) WebTrends
Cloud Services
1 29 (10.98%) Adobe Analytics
2 27 (10.23%) Google Analytics
3 11 (4.17%) Amazon AWS
4 7 (2.65%) Microsoft Azure
4 7 (2.65%) SaaS
5 4 (1.52%) Amazon EMR
6 3 (1.14%) Trello
7 2 (0.76%) Azure Machine Learning
7 2 (0.76%) Cortana Intelligence Suite
7 2 (0.76%) Data Lake Analytics
7 2 (0.76%) GitHub
7 2 (0.76%) Google Tag Manager
7 2 (0.76%) Office 365
8 1 (0.38%) Azure Data Factory
8 1 (0.38%) IaaS
8 1 (0.38%) MailChimp
8 1 (0.38%) OneDrive
8 1 (0.38%) PaaS
8 1 (0.38%) Serverless
8 1 (0.38%) SurveyMonkey
Communications & Networking
1 14 (5.30%) Firewall
2 12 (4.55%) TCP/IP
3 7 (2.65%) Intrusion Detection
4 6 (2.27%) Internet
5 4 (1.52%) Network Security
6 3 (1.14%) Cisco ASA
6 3 (1.14%) IPsec
6 3 (1.14%) SSL
6 3 (1.14%) Unified Communications
6 3 (1.14%) VPN
7 2 (0.76%) FCoE
7 2 (0.76%) PPP
7 2 (0.76%) Skype
7 2 (0.76%) SNMP
8 1 (0.38%) ASN.1
8 1 (0.38%) HTTP
8 1 (0.38%) Radio Access Network
8 1 (0.38%) RIP
8 1 (0.38%) SSH
8 1 (0.38%) TACACS
Database & Business Intelligence
1 52 (19.70%) Big Data
2 30 (11.36%) Data Warehouse
3 29 (10.98%) Hadoop
4 28 (10.61%) SQL Server
5 22 (8.33%) NoSQL
6 15 (5.68%) Star Schema
7 13 (4.92%) Apache Hive
8 12 (4.55%) Data Mining
8 12 (4.55%) Relational Database
9 11 (4.17%) QlikView
9 11 (4.17%) SQL Server Integration Services
10 10 (3.79%) Pentaho
10 10 (3.79%) SQL Server Analysis Services
11 9 (3.41%) Impala
11 9 (3.41%) Power BI
12 8 (3.03%) SQL Server Reporting Services
13 7 (2.65%) MySQL
13 7 (2.65%) PostgreSQL
13 7 (2.65%) SQLite
14 6 (2.27%) HBase
Development Applications
1 17 (6.44%) JIRA
2 13 (4.92%) Axure RP
3 7 (2.65%) Git (software)
3 7 (2.65%) Visual Studio
4 3 (1.14%) Talend Open Studio
5 2 (0.76%) Redmine
6 1 (0.38%) Dreamweaver
6 1 (0.38%) Jenkins
6 1 (0.38%) SQL Server Management Studio (SSMS)
General
1 46 (17.42%) Telecoms
2 44 (16.67%) Marketing
3 30 (11.36%) Finance
4 24 (9.09%) Retail
5 10 (3.79%) Games
6 9 (3.41%) Banking
6 9 (3.41%) Legal
7 3 (1.14%) Advertising
7 3 (1.14%) Financial Institution
7 3 (1.14%) Pharmaceutical
8 2 (0.76%) Manufacturing
9 1 (0.38%) Automotive
9 1 (0.38%) Dutch Language
9 1 (0.38%) German Language
9 1 (0.38%) Music Industry
Job Titles
1 45 (17.05%) Analyst
2 39 (14.77%) Developer
3 25 (9.47%) Consultant
4 21 (7.95%) Analytics Manager
5 20 (7.58%) Architect
5 20 (7.58%) Data Manager
6 18 (6.82%) Junior
7 16 (6.06%) Data Analyst
7 16 (6.06%) Digital Analytics Manager
8 15 (5.68%) Senior Manager
9 13 (4.92%) Performance Analyst
10 12 (4.55%) DevOps Engineer
11 11 (4.17%) Business Intelligence Developer
12 10 (3.79%) Data Scientist
12 10 (3.79%) Junior Developer
13 9 (3.41%) Big Data Architect
13 9 (3.41%) Business Analyst
13 9 (3.41%) Data Architect
13 9 (3.41%) Project Manager
13 9 (3.41%) Security Manager
Libraries, Frameworks & Software Standards
1 29 (10.98%) HTML
2 28 (10.61%) CSS
3 13 (4.92%) JSON
4 12 (4.55%) .NET
5 10 (3.79%) jQuery
5 10 (3.79%) XML
6 9 (3.41%) ASP.NET
7 8 (3.03%) Kafka
8 7 (2.65%) Ajax
9 5 (1.89%) .NET Framework
9 5 (1.89%) AngularJS
9 5 (1.89%) ASP.NET Web Forms
9 5 (1.89%) CGI
9 5 (1.89%) Razor View Engine
9 5 (1.89%) Twitter Bootstrap
10 4 (1.52%) Middleware
10 4 (1.52%) MLlib
10 4 (1.52%) Node.js
10 4 (1.52%) Spring
11 3 (1.14%) Drools
Miscellaneous
1 61 (23.11%) Analytical Skills
2 28 (10.61%) User Experience
3 23 (8.71%) Computer Science
4 18 (6.82%) Algorithms
5 13 (4.92%) Data Structures
6 12 (4.55%) Mobile App
7 8 (3.03%) Cyberthreat
8 7 (2.65%) Cyber Attack
8 7 (2.65%) Cybercrime
9 6 (2.27%) Mainframe
10 5 (1.89%) Enterprise Software
10 5 (1.89%) Handset
10 5 (1.89%) Management Information System
10 5 (1.89%) Renewable Energy
10 5 (1.89%) Robotics
10 5 (1.89%) Tandem
11 4 (1.52%) Internet of Things
12 3 (1.14%) Blog
12 3 (1.14%) Fintech
12 3 (1.14%) Social Media
Operating Systems
1 27 (10.23%) Linux
2 13 (4.92%) Windows
3 12 (4.55%) Unix
4 7 (2.65%) Android
5 3 (1.14%) CentOS
5 3 (1.14%) Ubuntu
6 2 (0.76%) Windows Server
7 1 (0.38%) Apple iOS
7 1 (0.38%) FreeBSD
Processes & Methodologies
1 56 (21.21%) Business Intelligence
2 54 (20.45%) Agile Software Development
3 50 (18.94%) Data Analytics
4 39 (14.77%) Data Management
5 31 (11.74%) Data Modelling
6 29 (10.98%) Mathematics
7 27 (10.23%) CRM
7 27 (10.23%) Digital Analytics
7 27 (10.23%) ETL
8 25 (9.47%) Statistics
9 24 (9.09%) Mentoring
9 24 (9.09%) Visualisation
10 23 (8.71%) Business Analytics
11 22 (8.33%) Stakeholder Management
12 20 (7.58%) Machine Learning
12 20 (7.58%) Project Management
13 18 (6.82%) Data Integration
13 18 (6.82%) Scrum
14 17 (6.44%) Big Data Analytics
14 17 (6.44%) Information Management
Programming Languages
1 62 (23.48%) SQL
2 44 (16.67%) Python
3 36 (13.64%) Java
4 33 (12.50%) JavaScript
5 17 (6.44%) C#
6 15 (5.68%) R
7 14 (5.30%) Bash Shell
8 13 (4.92%) T-SQL
9 11 (4.17%) C
10 8 (3.03%) Korn
11 7 (2.65%) Scala
12 6 (2.27%) C++
12 6 (2.27%) Perl
12 6 (2.27%) Shell Script
13 5 (1.89%) MATLAB
13 5 (1.89%) VB.NET
14 3 (1.14%) Jython
15 2 (0.76%) PHP
15 2 (0.76%) PowerShell
15 2 (0.76%) VBA
Qualifications
1 35 (13.26%) Degree
2 24 (9.09%) Security Cleared
3 13 (4.92%) DV Cleared
4 12 (4.55%) Computer Science Degree
5 11 (4.17%) SC Cleared
6 6 (2.27%) CISSP
6 6 (2.27%) Numerate Degree
7 5 (1.89%) CCNA
7 5 (1.89%) Cisco Certification
7 5 (1.89%) MCSE
7 5 (1.89%) Microsoft Certification
7 5 (1.89%) PhD
8 4 (1.52%) CompTIA Security+
8 4 (1.52%) Network+ Certification
8 4 (1.52%) Security+ Certification
9 3 (1.14%) GIAC
9 3 (1.14%) SANS
10 2 (0.76%) Linux+ Certification
10 2 (0.76%) MCP
10 2 (0.76%) SSCP
Quality Assurance & Compliance
1 28 (10.61%) Data Quality
2 9 (3.41%) QA
3 3 (1.14%) ISO/IEC 27001
4 2 (0.76%) GDPR
4 2 (0.76%) GPG13
4 2 (0.76%) PCI DSS
4 2 (0.76%) SLA
5 1 (0.38%) Actionable Recommendations
5 1 (0.38%) Sarbanes-Oxley
System Software
1 6 (2.27%) VMware ESXi
1 6 (2.27%) VMware NSX
2 5 (1.89%) Active Directory
3 4 (1.52%) Apache Flume
3 4 (1.52%) HDFS
4 2 (0.76%) NFS
4 2 (0.76%) Samba
Systems Management
1 6 (2.27%) Nagios
1 6 (2.27%) vCenter Server
2 4 (1.52%) Kibana
2 4 (1.52%) Oozie
3 3 (1.14%) Ansible
4 2 (0.76%) Puppet
5 1 (0.38%) Juniper STRM
5 1 (0.38%) QRadar
5 1 (0.38%) RSA enVision
5 1 (0.38%) RSA Security Analytics
Vendors
1 40 (15.15%) Microsoft
2 35 (13.26%) Google
3 30 (11.36%) Adobe
4 24 (9.09%) Tableau
5 16 (6.06%) MicroStrategy
6 12 (4.55%) Cisco
7 11 (4.17%) Palo Alto
8 10 (3.79%) Informatica
9 9 (3.41%) CheckPoint
9 9 (3.41%) Juniper
9 9 (3.41%) Oracle
10 8 (3.03%) Blue Coat
10 8 (3.03%) F5
10 8 (3.03%) Sage
11 7 (2.65%) LogRhythm
11 7 (2.65%) SAP
12 6 (2.27%) Birst
12 6 (2.27%) Cognos
12 6 (2.27%) Tealium
12 6 (2.27%) VMware