Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
England > South East
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 182 240 170
Rank change year-on-year +58 -70 +48
Permanent jobs citing Data Modelling 561 479 838
As % of all permanent IT jobs advertised in the South East 1.82% 1.36% 1.97%
As % of the Processes & Methodologies category 2.08% 1.56% 2.26%
Number of salaries quoted 488 435 685
South East median annual salary £52,250 £50,000 £52,500
Median salary % change year-on-year +4.50% -4.76% +5.00%
10th Percentile £35,742 £36,250 £36,250
90th Percentile £77,500 £75,000 £72,500
England median annual salary £55,000 £55,000 £55,000

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 the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Permanent vacancies with a requirement for process or methodology skills 26921 30674 37032
As % of all permanent IT jobs advertised in the South East 87.45% 87.40% 86.98%
Number of salaries quoted 22140 25444 30626
South East median annual salary £45,000 £45,000 £45,000
10th Percentile £27,500 £27,500 £26,250
90th Percentile £68,750 £68,750 £67,500
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Modelling in the South East

Data Modelling
Salary Trend in the South East

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

Salary trend for Data Modelling in the South East

Data Modelling
Salary Histogram in the South East

The salary distribution of IT jobs citing Data Modelling in the South East over the 6 months to 23 November 2017.

Salary histogram for Data Modelling in the South East

Data Modelling
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 23 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
Thames Valley +38 213 £50,000 - 7
Berkshire +40 119 £52,500 +2.44%
Surrey +15 118 £60,000 +17.07% 6
Hampshire +71 110 £45,000 -5.26% 7
Oxfordshire -1 52 £52,500 -1.87% 4
East Sussex -2 48 £50,000 +25.00%
Buckinghamshire +21 42 £47,500 +18.75% 3
West Sussex +2 41 £65,000 +18.18% 4
Kent +28 30 £63,750 +18.06%
Middlesex +8 2 £55,000 - 1
Sussex -8 1 £70,000 +100.00%
Data Modelling
England

For the 6 months to 23 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 South East region with a requirement for Data Modelling.

1 276 (49.20%) SQL
2 249 (44.39%) Business Intelligence
3 192 (34.22%) Agile Software Development
4 180 (32.09%) Finance
5 167 (29.77%) Data Warehouse
6 158 (28.16%) SQL Server
7 135 (24.06%) Analytics
8 123 (21.93%) Microsoft
9 122 (21.75%) ETL
10 114 (20.32%) Big Data
11 107 (19.07%) Oracle
12 106 (18.89%) Degree
12 106 (18.89%) Analytical Skills
13 98 (17.47%) SQL Server Integration Services
14 93 (16.58%) T-SQL
15 87 (15.51%) Data Analysis
16 85 (15.15%) SQL Server Reporting Services
16 85 (15.15%) Power BI
17 80 (14.26%) Data Management
18 71 (12.66%) BusinessObjects
19 67 (11.94%) Relational Database
20 65 (11.59%) Performance Tuning
20 65 (11.59%) SAP
20 65 (11.59%) XML
20 65 (11.59%) QlikView
21 63 (11.23%) Data Quality
22 61 (10.87%) Data Strategy
22 61 (10.87%) Python
23 60 (10.70%) C#
24 58 (10.34%) Scrum

Data Modelling
Co-occurring IT Skills in the South East 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 17 (3.03%) Apache Spark
2 16 (2.85%) Apache Pig
3 9 (1.60%) SharePoint
4 8 (1.43%) SAS
5 7 (1.25%) Apache Solr
6 6 (1.07%) JBoss
7 5 (0.89%) Confluence
8 4 (0.71%) Oracle Workflow
9 3 (0.53%) Elasticsearch
10 2 (0.36%) NServiceBus
10 2 (0.36%) Oracle SOA Suite
10 2 (0.36%) WildFly
11 1 (0.18%) BizTalk Server
11 1 (0.18%) IBM Domino
11 1 (0.18%) NetWeaver
11 1 (0.18%) OpenStack
11 1 (0.18%) Tomcat
11 1 (0.18%) WebLogic
Applications
1 50 (8.91%) Microsoft Excel
2 30 (5.35%) Microsoft PowerPoint
3 24 (4.28%) Microsoft Office
4 12 (2.14%) MS Visio
5 7 (1.25%) Microsoft Project
6 6 (1.07%) Spreadsheet
7 2 (0.36%) GNU Octave
8 1 (0.18%) Mathematica
8 1 (0.18%) SPSS
Business Applications
1 5 (0.89%) SAP CO
1 5 (0.89%) SAP FI
1 5 (0.89%) SAP FI/CO
2 2 (0.36%) Dynamics GP
2 2 (0.36%) SAP ERP
2 2 (0.36%) SAP Hybris
3 1 (0.18%) Adobe Campaign
3 1 (0.18%) Dynamics CRM
3 1 (0.18%) Remedy ITSM
Cloud Services
1 32 (5.70%) Microsoft Azure
2 20 (3.57%) Amazon AWS
3 12 (2.14%) Azure Machine Learning
3 12 (2.14%) SaaS
4 11 (1.96%) GitHub
5 8 (1.43%) npm
6 5 (0.89%) Adobe Analytics
7 4 (0.71%) Amazon EMR
7 4 (0.71%) Cloud Computing
7 4 (0.71%) Dialogflow
7 4 (0.71%) Force.com
8 3 (0.53%) IaaS
8 3 (0.53%) PaaS
9 2 (0.36%) Salesforce Sales Cloud
9 2 (0.36%) Salesforce Service Cloud
10 1 (0.18%) Akamai
10 1 (0.18%) Cortana Intelligence Suite
10 1 (0.18%) OpenShift
Communications & Networking
1 9 (1.60%) Internet
2 7 (1.25%) AMQP
3 6 (1.07%) HTTP
3 6 (1.07%) SMTP
3 6 (1.07%) SSL
4 3 (0.53%) SMS
5 2 (0.36%) PSTN
5 2 (0.36%) Wi-Fi
6 1 (0.18%) Ethernet
6 1 (0.18%) Extranet
Database & Business Intelligence
1 167 (29.77%) Data Warehouse
2 158 (28.16%) SQL Server
3 114 (20.32%) Big Data
4 98 (17.47%) SQL Server Integration Services
5 85 (15.15%) Power BI
5 85 (15.15%) SQL Server Reporting Services
6 71 (12.66%) BusinessObjects
7 67 (11.94%) Relational Database
8 65 (11.59%) QlikView
9 57 (10.16%) Hadoop
10 41 (7.31%) Data Lake
11 37 (6.60%) Data Mining
12 36 (6.42%) SQL Server Analysis Services
13 29 (5.17%) Apache Hive
14 26 (4.63%) Qlik Sense
15 25 (4.46%) Oracle Database
16 24 (4.28%) DB2
16 24 (4.28%) NoSQL
16 24 (4.28%) SAP BW
17 20 (3.57%) Oracle Reports
Development Applications
1 20 (3.57%) JIRA
2 18 (3.21%) Toad
3 17 (3.03%) PowerBuilder
3 17 (3.03%) Visual Studio
4 15 (2.67%) Git (software)
5 13 (2.32%) Selenium
6 12 (2.14%) NUnit
7 11 (1.96%) Maven
8 10 (1.78%) Jenkins
9 9 (1.60%) SQL Server Management Studio (SSMS)
9 9 (1.60%) Subversion
9 9 (1.60%) Team Foundation Server
10 7 (1.25%) Talend Open Studio
11 6 (1.07%) webpack
12 5 (0.89%) Bitbucket
13 4 (0.71%) Clang
13 4 (0.71%) ERwin
13 4 (0.71%) GCC
13 4 (0.71%) gulp
14 2 (0.36%) Rational Rose
General
1 180 (32.09%) Finance
2 35 (6.24%) Marketing
3 34 (6.06%) Retail
4 20 (3.57%) Banking
5 18 (3.21%) Telecoms
6 14 (2.50%) Automotive
7 10 (1.78%) Publishing
8 9 (1.60%) Back Office
8 9 (1.60%) Military
9 8 (1.43%) Games
9 8 (1.43%) Manufacturing
10 7 (1.25%) Legal
11 6 (1.07%) Advertising
11 6 (1.07%) Aerospace
11 6 (1.07%) Multimedia
12 4 (0.71%) Financial Institution
13 2 (0.36%) Electronics
13 2 (0.36%) German Language
13 2 (0.36%) Italian Language
13 2 (0.36%) Law
Job Titles
1 238 (42.42%) Developer
2 144 (25.67%) Analyst
3 74 (13.19%) Architect
4 72 (12.83%) Business Intelligence Developer
5 61 (10.87%) SQL Developer
6 52 (9.27%) Business Analyst
7 51 (9.09%) Data Analyst
8 46 (8.20%) Data Warehouse Developer
9 38 (6.77%) SSIS Developer
10 37 (6.60%) Data Architect
11 34 (6.06%) Senior Developer
11 34 (6.06%) SQL Analyst
12 33 (5.88%) SSRS Developer
13 29 (5.17%) Oracle Developer
14 27 (4.81%) SAP Developer
15 26 (4.63%) Senior Analyst
16 25 (4.46%) T-SQL Developer
17 24 (4.28%) Analyst Developer
17 24 (4.28%) QlikView Developer
18 23 (4.10%) Solutions Architect
Libraries, Frameworks & Software Standards
1 65 (11.59%) XML
2 57 (10.16%) .NET
3 39 (6.95%) Web Services
4 31 (5.53%) ASP.NET
5 28 (4.99%) SOAP
6 25 (4.46%) HTML
7 23 (4.10%) JSON
8 21 (3.74%) Middleware
9 19 (3.39%) CSS
9 19 (3.39%) Spring
10 16 (2.85%) REST
11 15 (2.67%) ASP.NET MVC
12 14 (2.50%) .NET Framework
12 14 (2.50%) AngularJS
13 13 (2.32%) Hibernate
13 13 (2.32%) RESTful
14 12 (2.14%) WCF
15 11 (1.96%) ASP.NET Web API
15 11 (1.96%) HTML5
15 11 (1.96%) XML Schema
Miscellaneous
1 106 (18.89%) Analytical Skills
2 57 (10.16%) Computer Science
3 42 (7.49%) Data Structures
4 21 (3.74%) Enterprise Software
5 20 (3.57%) Algorithms
5 20 (3.57%) Greenfield Project
6 18 (3.21%) Management Information System
7 12 (2.14%) Data Centre
8 11 (1.96%) Reinsurance
8 11 (1.96%) User Experience
9 8 (1.43%) Mainframe
10 7 (1.25%) PMI
11 6 (1.07%) Client/Server
11 6 (1.07%) EPoS
11 6 (1.07%) Replication
12 5 (0.89%) Virtual Team
13 4 (0.71%) Cyberthreat
13 4 (0.71%) N-Tier
13 4 (0.71%) W3C
14 3 (0.53%) Wiki
Operating Systems
1 35 (6.24%) Linux
2 32 (5.70%) Unix
3 24 (4.28%) Windows
4 17 (3.03%) AIX
5 15 (2.67%) Windows Server
6 6 (1.07%) Windows 10
6 6 (1.07%) Windows 8
7 1 (0.18%) VMS
Processes & Methodologies
1 249 (44.39%) Business Intelligence
2 192 (34.22%) Agile Software Development
3 135 (24.06%) Analytics
4 122 (21.75%) ETL
5 87 (15.51%) Data Analysis
6 80 (14.26%) Data Management
7 65 (11.59%) Performance Tuning
8 61 (10.87%) Data Strategy
9 58 (10.34%) Continuous Integration
9 58 (10.34%) Scrum
10 56 (9.98%) Data Architecture
11 53 (9.45%) Data Governance
11 53 (9.45%) Mentoring
12 52 (9.27%) SDLC
13 51 (9.09%) Test Automation
14 50 (8.91%) Business Analysis
14 50 (8.91%) Mathematics
14 50 (8.91%) Visualisation
15 48 (8.56%) Logical Data Model
15 48 (8.56%) Stakeholder Management
Programming Languages
1 276 (49.20%) SQL
2 93 (16.58%) T-SQL
3 61 (10.87%) Python
4 60 (10.70%) C#
5 54 (9.63%) Java
6 52 (9.27%) PL/SQL
7 50 (8.91%) JavaScript
8 38 (6.77%) C
9 36 (6.42%) R
10 29 (5.17%) C++
11 25 (4.46%) Shell Script
11 25 (4.46%) VB.NET
12 20 (3.57%) PowerShell
13 12 (2.14%) TypeScript
14 9 (1.60%) Perl
15 7 (1.25%) Ruby
15 7 (1.25%) Scala
16 5 (0.89%) Apex Code
16 5 (0.89%) MATLAB
17 4 (0.71%) COBOL
Qualifications
1 106 (18.89%) Degree
2 27 (4.81%) Security Cleared
3 22 (3.92%) Computer Science Degree
4 20 (3.57%) SC Cleared
5 12 (2.14%) PhD
6 7 (1.25%) PMI Certification
7 4 (0.71%) DV Cleared
7 4 (0.71%) MBA
8 3 (0.53%) Master's Degree
9 2 (0.36%) CCIE
9 2 (0.36%) CCNP
9 2 (0.36%) Cisco Certification
9 2 (0.36%) ITIL Foundation Certificate
10 1 (0.18%) ISEB
10 1 (0.18%) MCSA
10 1 (0.18%) MCSE
10 1 (0.18%) Microsoft Certification
10 1 (0.18%) Numerate Degree
Quality Assurance & Compliance
1 63 (11.23%) Data Quality
2 28 (4.99%) QA
3 9 (1.60%) GDPR
4 7 (1.25%) SLA
5 2 (0.36%) COBIT
6 1 (0.18%) PMO
6 1 (0.18%) TickIT
System Software
1 12 (2.14%) Oracle RAC
2 7 (1.25%) HDFS
3 6 (1.07%) Apache Flume
4 4 (0.71%) Virtual Machines
5 1 (0.18%) Docker
Systems Management
1 6 (1.07%) Oozie
2 4 (0.71%) Nagios
3 3 (0.53%) Kibana
4 2 (0.36%) Systems Management Server (SMS)
5 1 (0.18%) Ansible
5 1 (0.18%) Kubernetes
Vendors
1 123 (21.93%) Microsoft
2 107 (19.07%) Oracle
3 65 (11.59%) SAP
4 53 (9.45%) Tableau
5 33 (5.88%) Cognos
6 30 (5.35%) MicroStrategy
7 17 (3.03%) IBM
8 12 (2.14%) Hortonworks
9 11 (1.96%) Teradata
10 9 (1.60%) Informatica
11 8 (1.43%) Adobe
11 8 (1.43%) Birst
11 8 (1.43%) Salesforce.com
12 7 (1.25%) Cloudera
12 7 (1.25%) Talend
13 6 (1.07%) Google
13 6 (1.07%) Perforce
14 5 (0.89%) Facebook
14 5 (0.89%) Intel
15 4 (0.71%) JDA