Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Berkshire with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
South East > Berkshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 144 181 144
Rank change year-on-year +37 -37 +63
Permanent jobs citing Data Modelling 120 117 228
As % of all permanent IT jobs advertised in Berkshire 1.92% 1.34% 2.06%
As % of the Processes & Methodologies category 2.22% 1.52% 2.37%
Number of salaries quoted 103 105 167
Berkshire median annual salary £52,500 £52,500 £57,500
Median salary % change year-on-year - -8.70% +15.00%
10th Percentile £32,000 £35,000 £41,250
90th Percentile £79,750 £74,500 £77,500
South East median annual salary £52,500 £50,000 £52,500
% change year-on-year +5.00% -4.76% +5.00%

Data Modelling 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

Data Modelling
Job Vacancy Trend in Berkshire

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

Job vacancy trend for Data Modelling in Berkshire

Data Modelling
Salary Trend in Berkshire

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

Salary trend for Data Modelling in Berkshire

Data Modelling
Salary Histogram in Berkshire

The salary distribution of IT jobs citing Data Modelling in Berkshire over the 6 months to 18 November 2017.

Salary histogram for Data Modelling in Berkshire

Data Modelling
Job Locations in Berkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling 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 +51 24 £40,000 -20.00% 1
Slough +2 20 £65,000 +13.04%
Maidenhead +25 18 £51,250 -26.79% 1
Wokingham +7 4 £47,500 +46.15%
Bracknell +4 3 £60,000 +50.00%
Newbury - 2 £42,500 - 1
Data Modelling
South East

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

1 67 (55.83%) SQL
2 53 (44.17%) Business Intelligence
3 39 (32.50%) Finance
4 37 (30.83%) ETL
5 36 (30.00%) Data Warehouse
6 31 (25.83%) Agile Software Development
6 31 (25.83%) Analytics
7 30 (25.00%) Hadoop
8 29 (24.17%) Analytical Skills
9 25 (20.83%) SQL Server Integration Services
9 25 (20.83%) SQL Server
10 24 (20.00%) Oracle
11 22 (18.33%) Tableau
12 21 (17.50%) QlikView
12 21 (17.50%) XML
12 21 (17.50%) Microsoft
12 21 (17.50%) MicroStrategy
13 19 (15.83%) Python
13 19 (15.83%) Java
13 19 (15.83%) T-SQL
13 19 (15.83%) Power BI
14 18 (15.00%) Visualisation
15 17 (14.17%) Apache Hive
15 17 (14.17%) Mentoring
15 17 (14.17%) Data Structures
15 17 (14.17%) Relational Database
16 16 (13.33%) Cognos
17 15 (12.50%) Star Schema
17 15 (12.50%) DB2
17 15 (12.50%) SQL Server Reporting Services

Data Modelling
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 13 (10.83%) Apache Pig
1 13 (10.83%) Apache Spark
2 4 (3.33%) Apache Solr
2 4 (3.33%) Elasticsearch
3 1 (0.83%) BizTalk Server
3 1 (0.83%) OpenStack
3 1 (0.83%) SAS
3 1 (0.83%) SharePoint
3 1 (0.83%) Tomcat
3 1 (0.83%) WebLogic
Applications
1 9 (7.50%) Microsoft Excel
2 6 (5.00%) Microsoft Office
2 6 (5.00%) Microsoft PowerPoint
2 6 (5.00%) MS Visio
3 5 (4.17%) Spreadsheet
4 1 (0.83%) SPSS
Business Applications
1 2 (1.67%) Dynamics GP
Cloud Services
1 6 (5.00%) Adobe Analytics
2 4 (3.33%) Amazon AWS
2 4 (3.33%) Amazon EMR
2 4 (3.33%) Dialogflow
2 4 (3.33%) SaaS
3 2 (1.67%) Salesforce Sales Cloud
3 2 (1.67%) Salesforce Service Cloud
4 1 (0.83%) Akamai
4 1 (0.83%) Cortana Intelligence Suite
4 1 (0.83%) Force.com
4 1 (0.83%) IaaS
4 1 (0.83%) Microsoft Azure
4 1 (0.83%) npm
4 1 (0.83%) OpenShift
4 1 (0.83%) PaaS
Communications & Networking
1 1 (0.83%) Ethernet
Database & Business Intelligence
1 36 (30.00%) Data Warehouse
2 30 (25.00%) Hadoop
3 25 (20.83%) SQL Server
3 25 (20.83%) SQL Server Integration Services
4 21 (17.50%) QlikView
5 19 (15.83%) Power BI
6 17 (14.17%) Apache Hive
6 17 (14.17%) Relational Database
7 15 (12.50%) DB2
7 15 (12.50%) SQL Server Reporting Services
7 15 (12.50%) Star Schema
8 14 (11.67%) Big Data
9 10 (8.33%) Impala
9 10 (8.33%) NoSQL
9 10 (8.33%) Oracle Database
9 10 (8.33%) Qlik Sense
9 10 (8.33%) SQL Server Analysis Services
10 8 (6.67%) Oracle Database 11g
10 8 (6.67%) Oracle Database 12c
10 8 (6.67%) Oracle9i Database
Development Applications
1 4 (3.33%) Jenkins
1 4 (3.33%) JIRA
2 3 (2.50%) Maven
3 2 (1.67%) Git (software)
4 1 (0.83%) gulp
4 1 (0.83%) NuGet
4 1 (0.83%) Team Foundation Server
General
1 39 (32.50%) Finance
2 14 (11.67%) Retail
3 13 (10.83%) Marketing
4 8 (6.67%) Games
5 7 (5.83%) Telecoms
6 4 (3.33%) Back Office
7 2 (1.67%) Advertising
7 2 (1.67%) Banking
8 1 (0.83%) Automotive
8 1 (0.83%) Manufacturing
Job Titles
1 50 (41.67%) Developer
2 32 (26.67%) Analyst
3 20 (16.67%) Business Intelligence Developer
4 15 (12.50%) Data Analyst
5 14 (11.67%) MicroStrategy Developer
6 12 (10.00%) Business Analyst
6 12 (10.00%) Senior Developer
7 11 (9.17%) Architect
7 11 (9.17%) Senior Analyst
8 10 (8.33%) DBA
8 10 (8.33%) QlikView Developer
9 9 (7.50%) Oracle DBA
10 8 (6.67%) Senior MicroStrategy Developer
11 7 (5.83%) Data Manager
11 7 (5.83%) Junior
12 6 (5.00%) Business Developer
12 6 (5.00%) Performance Analyst
12 6 (5.00%) Senior Manager
12 6 (5.00%) Senior Performance Analyst
12 6 (5.00%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 21 (17.50%) XML
2 12 (10.00%) JSON
3 8 (6.67%) REST
3 8 (6.67%) SOAP
4 7 (5.83%) .NET
4 7 (5.83%) Kafka
5 6 (5.00%) .NET Framework
5 6 (5.00%) ASP.NET
5 6 (5.00%) Oracle GoldenGate
6 5 (4.17%) Web Services
7 4 (3.33%) MLlib
8 3 (2.50%) AngularJS
8 3 (2.50%) ASP.NET MVC
8 3 (2.50%) ASP.NET Web API
8 3 (2.50%) ASP.NET Web Forms
8 3 (2.50%) CSS
8 3 (2.50%) KnockoutJS
8 3 (2.50%) MDX
8 3 (2.50%) Natural Language Processing
8 3 (2.50%) React
Miscellaneous
1 29 (24.17%) Analytical Skills
2 17 (14.17%) Data Structures
3 9 (7.50%) User Experience
4 7 (5.83%) Data Centre
4 7 (5.83%) Mainframe
5 6 (5.00%) Algorithms
5 6 (5.00%) Replication
6 5 (4.17%) Computer Science
6 5 (4.17%) Cyberthreat
6 5 (4.17%) EPoS
7 3 (2.50%) Greenfield Project
8 2 (1.67%) Enterprise Software
8 2 (1.67%) Kinect
8 2 (1.67%) Wiki
8 2 (1.67%) Xbox
9 1 (0.83%) CMDB
9 1 (0.83%) Cybercrime
9 1 (0.83%) FMCG
Operating Systems
1 14 (11.67%) Linux
2 9 (7.50%) Unix
3 1 (0.83%) VMS
3 1 (0.83%) Windows
3 1 (0.83%) Windows Server
Processes & Methodologies
1 53 (44.17%) Business Intelligence
2 37 (30.83%) ETL
3 31 (25.83%) Agile Software Development
3 31 (25.83%) Analytics
4 18 (15.00%) Visualisation
5 17 (14.17%) Mentoring
6 15 (12.50%) Stakeholder Management
7 13 (10.83%) Data Analysis
7 13 (10.83%) Logical Data Model
8 12 (10.00%) Data Visualisation
8 12 (10.00%) Database Tuning
9 11 (9.17%) Business Analysis
9 11 (9.17%) Data Management
9 11 (9.17%) High Availability
9 11 (9.17%) MapReduce
9 11 (9.17%) Mathematics
10 10 (8.33%) Migration
10 10 (8.33%) SDLC
10 10 (8.33%) Statistics
10 10 (8.33%) UML
Programming Languages
1 67 (55.83%) SQL
2 19 (15.83%) Java
2 19 (15.83%) Python
2 19 (15.83%) T-SQL
3 13 (10.83%) Shell Script
4 10 (8.33%) JavaScript
5 7 (5.83%) Scala
6 6 (5.00%) C#
7 5 (4.17%) Bash Shell
8 4 (3.33%) C
9 2 (1.67%) Apex Code
9 2 (1.67%) PowerShell
10 1 (0.83%) COBOL
10 1 (0.83%) JCL
10 1 (0.83%) R
Qualifications
1 8 (6.67%) Degree
2 6 (5.00%) Security Cleared
3 5 (4.17%) Computer Science Degree
3 5 (4.17%) DV Cleared
4 2 (1.67%) ITIL Foundation Certificate
5 1 (0.83%) Numerate Degree
5 1 (0.83%) SC Cleared
Quality Assurance & Compliance
1 14 (11.67%) Data Quality
2 4 (3.33%) GDPR
2 4 (3.33%) QA
System Software
1 6 (5.00%) Apache Flume
1 6 (5.00%) HDFS
1 6 (5.00%) Oracle RAC
2 4 (3.33%) Virtual Machines
3 1 (0.83%) Docker
Systems Management
1 4 (3.33%) Kibana
1 4 (3.33%) Nagios
1 4 (3.33%) Oozie
2 1 (0.83%) Ansible
2 1 (0.83%) Kubernetes
Vendors
1 24 (20.00%) Oracle
2 22 (18.33%) Tableau
3 21 (17.50%) Microsoft
3 21 (17.50%) MicroStrategy
4 16 (13.33%) Cognos
5 9 (7.50%) IBM
6 7 (5.83%) Google
6 7 (5.83%) Informatica
7 6 (5.00%) Adobe
7 6 (5.00%) Birst
7 6 (5.00%) Facebook
8 5 (4.17%) Salesforce.com
9 4 (3.33%) Cloudera
9 4 (3.33%) JDA
10 2 (1.67%) Pardot
10 2 (1.67%) Salesforce Marketing Cloud
11 1 (0.83%) Atlassian
11 1 (0.83%) Red Hat
11 1 (0.83%) Twitter