Period
to 9 December 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Analytics
South East > Berkshire
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 31 65 53
Rank change year-on-year +34 -12 +22
Permanent jobs citing Analytics 423 265 375
As % of all permanent IT jobs advertised in Berkshire 7.01% 4.16% 4.41%
As % of the Processes & Methodologies category 7.62% 4.70% 4.87%
Number of salaries quoted 259 191 311
Berkshire median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £31,250 £27,500 £32,500
90th Percentile £83,350 £81,250 £78,750
South East median annual salary £52,500 £47,500 £50,000
% change year-on-year +10.53% -5.00% +5.26%

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 5,549 5,641 7,693
As % of all permanent IT jobs advertised in Berkshire 92.02% 88.54% 90.38%
Number of salaries quoted 4,305 4,421 5,903
Berkshire median annual salary £52,500 £48,500 £50,000
Median salary % change year-on-year +8.25% -3.00% -
10th Percentile £31,250 £28,000 £29,750
90th Percentile £77,500 £75,000 £75,000
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 9 December 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 9 December 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
Slough +37 170 £57,000 -12.31% 5
Reading +26 142 £60,000 +26.32% 19
Bracknell +5 21 £52,251 +49.29% 4
Maidenhead -47 17 £45,000 +5.88% 3
Newbury +15 16 £57,250 -4.58% 5
Wokingham +18 12 £66,250 +165.00% 1
Windsor -2 5 £42,500 - 4
Ascot +23 3 £32,500 -40.91%
Analytics
South East

For the 6 months to 9 December 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.

1 183 (43.26%) Degree
2 151 (35.70%) Business Intelligence
3 149 (35.22%) Data Science
4 140 (33.10%) Data Engineering
4 140 (33.10%) Agile Software Development
5 139 (32.86%) Finance
6 133 (31.44%) Microsoft Azure
7 129 (30.50%) Data Modelling
8 124 (29.31%) SQL
9 122 (28.84%) Artificial Intelligence
10 116 (27.42%) Retail
11 111 (26.24%) Tableau
12 108 (25.53%) Power BI
13 106 (25.06%) Big Data
13 106 (25.06%) Visualisation
14 103 (24.35%) SAP
15 98 (23.17%) Data Visualisation
16 95 (22.46%) Microsoft
17 90 (21.28%) Telecoms
17 90 (21.28%) Data Security
18 88 (20.80%) Decision-Making
19 87 (20.57%) Data-Driven Decision Making
20 80 (18.91%) Python
21 77 (18.20%) ETL
22 70 (16.55%) Scrum
23 65 (15.37%) Data Management
23 65 (15.37%) Data Integration
24 64 (15.13%) Apache Spark
25 61 (14.42%) Analytical Skills
26 57 (13.48%) FMCG

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 64 (15.13%) Apache Spark
2 46 (10.87%) Apache
3 45 (10.64%) SAS
4 16 (3.78%) CMS
5 12 (2.84%) Sitecore CMS
6 11 (2.60%) Elasticsearch
7 5 (1.18%) Oracle Workflow
8 4 (0.95%) Apache Pig
9 3 (0.71%) SharePoint
9 3 (0.71%) Skype for Business
9 3 (0.71%) Tomcat
10 2 (0.47%) WebLogic
10 2 (0.47%) WebLogic Portal
11 1 (0.24%) JBoss
11 1 (0.24%) OpenStack
11 1 (0.24%) Umbraco
11 1 (0.24%) WordPress
Applications
1 35 (8.27%) Microsoft Excel
2 17 (4.02%) Microsoft PowerPoint
3 4 (0.95%) Spreadsheet
4 3 (0.71%) Microsoft Office
5 1 (0.24%) Photoshop
5 1 (0.24%) SPSS
Business Applications
1 3 (0.71%) Eloqua
1 3 (0.71%) SAP S/4HANA
2 1 (0.24%) Oracle CRM
2 1 (0.24%) TrackWise
Cloud Services
1 133 (31.44%) Microsoft Azure
2 33 (7.80%) Amazon AWS
3 15 (3.55%) SaaS
4 11 (2.60%) Google Analytics
5 10 (2.36%) PaaS
6 8 (1.89%) AdWords
6 8 (1.89%) Azure Data Factory
6 8 (1.89%) GitHub
6 8 (1.89%) Google Cloud Platform
7 5 (1.18%) Google Tag Manager
8 4 (0.95%) Amazon EC2
8 4 (0.95%) Amazon EMR
8 4 (0.95%) Cloud Computing
8 4 (0.95%) Data Lake Analytics
9 3 (0.71%) Adobe Analytics
9 3 (0.71%) IaaS
9 3 (0.71%) IBM Cloud
9 3 (0.71%) Office 365
9 3 (0.71%) OneDrive
10 2 (0.47%) SuccessFactors
Communications & Networking
1 13 (3.07%) Firewall
2 5 (1.18%) DNS
2 5 (1.18%) HTTP
2 5 (1.18%) Intrusion Detection
2 5 (1.18%) Network Security
2 5 (1.18%) PPP
2 5 (1.18%) SNMP
3 3 (0.71%) GoToMeeting
3 3 (0.71%) Skype
3 3 (0.71%) WebEx
4 2 (0.47%) 3GPP
4 2 (0.47%) Bluetooth
4 2 (0.47%) Diameter Protocol
4 2 (0.47%) FCoE
4 2 (0.47%) TCP/IP
4 2 (0.47%) Unified Communications
5 1 (0.24%) AMQP
5 1 (0.24%) SMS
Database & Business Intelligence
1 108 (25.53%) Power BI
2 106 (25.06%) Big Data
3 55 (13.00%) Hadoop
4 52 (12.29%) Apache Hive
5 51 (12.06%) SAP BW
6 50 (11.82%) SQL Server
7 43 (10.17%) SAP HANA
8 41 (9.69%) Text Mining
9 34 (8.04%) Data Warehouse
10 23 (5.44%) NoSQL
10 23 (5.44%) SQL Server Integration Services
11 22 (5.20%) MySQL
12 21 (4.96%) SQL Server Reporting Services
13 20 (4.73%) Relational Database
14 15 (3.55%) QlikView
15 14 (3.31%) Data Lake
16 13 (3.07%) SQL Server Analysis Services
17 12 (2.84%) RDBMS
18 11 (2.60%) BusinessObjects
18 11 (2.60%) MongoDB
Development Applications
1 17 (4.02%) Git (software)
2 11 (2.60%) JIRA
3 7 (1.65%) Jenkins
4 5 (1.18%) SQL Server Management Studio (SSMS)
4 5 (1.18%) Visual Studio Team System
5 4 (0.95%) Eclipse
5 4 (0.95%) Subversion
5 4 (0.95%) Team Foundation Server
5 4 (0.95%) Visual Studio
6 3 (0.71%) SpecFlow
7 2 (0.47%) JMeter
7 2 (0.47%) Redmine
7 2 (0.47%) Selenium
8 1 (0.24%) Axure RP
8 1 (0.24%) Bitbucket
8 1 (0.24%) Cucumber
8 1 (0.24%) Gatling
8 1 (0.24%) JUnit
8 1 (0.24%) Octopus Deploy
8 1 (0.24%) WebDriver
General
1 139 (32.86%) Finance
2 116 (27.42%) Retail
3 90 (21.28%) Telecoms
4 38 (8.98%) Marketing
5 15 (3.55%) Legal
6 14 (3.31%) Automotive
6 14 (3.31%) Banking
7 7 (1.65%) Advertising
8 6 (1.42%) Electronics
8 6 (1.42%) Manufacturing
9 4 (0.95%) Local Government
10 3 (0.71%) Publishing
11 2 (0.47%) Billing
11 2 (0.47%) Brand Awareness
11 2 (0.47%) Pharmaceutical
12 1 (0.24%) Games
Job Titles
1 75 (17.73%) Developer
2 54 (12.77%) Analyst
2 54 (12.77%) Data Engineer
3 43 (10.17%) Data Scientist
4 36 (8.51%) Architect
5 29 (6.86%) .NET Developer
6 27 (6.38%) Senior Data Engineer
7 26 (6.15%) Senior Data Scientist
8 22 (5.20%) Solutions Architect
9 17 (4.02%) Senior Developer
10 15 (3.55%) Development Manager
11 14 (3.31%) Business Intelligence Analyst
11 14 (3.31%) Data Architect
12 13 (3.07%) Data Analyst
12 13 (3.07%) Lead .NET Developer
12 13 (3.07%) Lead Developer
12 13 (3.07%) Product Manager
13 12 (2.84%) Consultant
14 11 (2.60%) Support Engineer
15 10 (2.36%) E-Commerce Manager
Libraries, Frameworks & Software Standards
1 56 (13.24%) Kafka
2 52 (12.29%) HTML
3 51 (12.06%) CSS
4 42 (9.93%) D3.js
5 41 (9.69%) ggplot
6 39 (9.22%) AngularJS
7 38 (8.98%) jQuery
8 36 (8.51%) .NET
9 15 (3.55%) XML
10 13 (3.07%) Node.js
11 12 (2.84%) Vue.js
12 10 (2.36%) React
12 10 (2.36%) Twitter Bootstrap
12 10 (2.36%) Web Services
13 8 (1.89%) ASP.NET
13 8 (1.89%) RESTful
14 7 (1.65%) HTML5
14 7 (1.65%) Spring
14 7 (1.65%) Yii
15 6 (1.42%) ASP.NET MVC
Miscellaneous
1 61 (14.42%) Analytical Skills
2 57 (13.48%) FMCG
3 44 (10.40%) Algorithms
4 41 (9.69%) Social Network
5 13 (3.07%) User Experience
6 12 (2.84%) Greenfield Project
6 12 (2.84%) Robotics
6 12 (2.84%) Security Operations Centre
6 12 (2.84%) Tandem
7 8 (1.89%) Management Information System
8 5 (1.18%) Cyberthreat
8 5 (1.18%) NHS
8 5 (1.18%) Self-Motivation
9 4 (0.95%) Virtual Team
10 3 (0.71%) Analytical Mindset
10 3 (0.71%) BYOD
10 3 (0.71%) Data Centre
10 3 (0.71%) Data Structures
10 3 (0.71%) Enterprise Software
10 3 (0.71%) Reference Data
Operating Systems
1 35 (8.27%) Windows
2 32 (7.57%) Linux
3 6 (1.42%) Unix
4 5 (1.18%) Windows Server
5 3 (0.71%) CentOS
5 3 (0.71%) Red Hat Enterprise Linux
5 3 (0.71%) Windows Server 2008
6 2 (0.47%) Android
Processes & Methodologies
1 151 (35.70%) Business Intelligence
2 149 (35.22%) Data Science
3 140 (33.10%) Agile Software Development
3 140 (33.10%) Data Engineering
4 129 (30.50%) Data Modelling
5 122 (28.84%) Artificial Intelligence
6 106 (25.06%) Visualisation
7 98 (23.17%) Data Visualisation
8 90 (21.28%) Data Security
9 88 (20.80%) Decision-Making
10 87 (20.57%) Data-Driven Decision Making
11 77 (18.20%) ETL
12 70 (16.55%) Scrum
13 65 (15.37%) Data Integration
13 65 (15.37%) Data Management
14 56 (13.24%) Enterprise Architecture
15 52 (12.29%) Data Analytics
15 52 (12.29%) Quantitative Research
15 52 (12.29%) Stakeholder Management
16 50 (11.82%) Mathematics
Programming Languages
1 124 (29.31%) SQL
2 80 (18.91%) Python
3 56 (13.24%) JavaScript
3 56 (13.24%) R
4 42 (9.93%) Java
5 40 (9.46%) C#
6 22 (5.20%) C
7 17 (4.02%) T-SQL
8 14 (3.31%) Scala
9 9 (2.13%) Shell Script
10 7 (1.65%) Go
10 7 (1.65%) PHP
11 6 (1.42%) C++
12 5 (1.18%) PowerShell
13 4 (0.95%) Bash Shell
14 3 (0.71%) Java 8
14 3 (0.71%) Korn
14 3 (0.71%) VBA
15 1 (0.24%) MATLAB
15 1 (0.24%) PL/SQL
Qualifications
1 183 (43.26%) Degree
2 16 (3.78%) Security Cleared
3 14 (3.31%) SC Cleared
4 12 (2.84%) Computer Science Degree
5 10 (2.36%) CISSP
6 9 (2.13%) Master's Degree
7 6 (1.42%) SANS
8 5 (1.18%) Analytics IQ
8 5 (1.18%) MBA
9 3 (0.71%) MCSE
9 3 (0.71%) Microsoft Certification
9 3 (0.71%) TOGAF Certification
10 2 (0.47%) CCNA
10 2 (0.47%) Cisco Certification
10 2 (0.47%) CompTIA Security+
10 2 (0.47%) GIAC
10 2 (0.47%) Linux+ Certification
10 2 (0.47%) Network+ Certification
10 2 (0.47%) PhD
10 2 (0.47%) SSCP
Quality Assurance & Compliance
1 29 (6.86%) QA
2 9 (2.13%) Data Quality
3 7 (1.65%) GPG13
4 6 (1.42%) GDPR
4 6 (1.42%) SLA
System Software
1 7 (1.65%) Virtual Machines
2 6 (1.42%) Apache Flume
2 6 (1.42%) HDFS
3 5 (1.18%) Docker
4 3 (0.71%) Active Directory
4 3 (0.71%) VMware Infrastructure
5 2 (0.47%) NFS
5 2 (0.47%) Samba
5 2 (0.47%) VMware ESXi
5 2 (0.47%) VMware NSX
6 1 (0.24%) Snort
Systems Management
1 41 (9.69%) Hadoop YARN
2 9 (2.13%) Ansible
2 9 (2.13%) Kubernetes
2 9 (2.13%) Terraform
3 8 (1.89%) Kibana
4 5 (1.18%) EMC NetWorker
5 4 (0.95%) Oozie
5 4 (0.95%) Rundeck
6 3 (0.71%) Grafana
6 3 (0.71%) Puppet
6 3 (0.71%) SCCM
7 2 (0.47%) Nagios
7 2 (0.47%) vCenter Server
8 1 (0.24%) Opscode Chef
8 1 (0.24%) Systems Management Server (SMS)
Vendors
1 111 (26.24%) Tableau
2 103 (24.35%) SAP
3 95 (22.46%) Microsoft
4 22 (5.20%) Oracle
5 17 (4.02%) Salesforce.com
6 14 (3.31%) Google
7 12 (2.84%) Sitecore
8 9 (2.13%) Automation Anywhere
8 9 (2.13%) UiPath
9 8 (1.89%) Blue Prism
9 8 (1.89%) Hortonworks
9 8 (1.89%) IBM
10 6 (1.42%) LogRhythm
11 5 (1.18%) Adobe
11 5 (1.18%) Informatica
11 5 (1.18%) RapidMiner
11 5 (1.18%) VMware
12 4 (0.95%) Alteryx
12 4 (0.95%) CheckPoint
12 4 (0.95%) Cloudera