Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Hourly Rate Trend Job Locations Skill Sets
Period
to 15 October 2019

The following table provides summary statistics for contract job vacancies advertised in the South East with a requirement for Data Modelling skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Data Modelling over the 6 months to 15 October 2019 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Modelling
England > South East
6 months to
15 Oct 2019		 Same period 2018 Same period 2017
Rank 71 101 95
Rank change year-on-year +30 -6 +19
Contract jobs citing Data Modelling 423 395 399
As % of all contract IT jobs advertised in the South East 3.04% 2.40% 2.47%
As % of the Processes & Methodologies category 3.51% 2.77% 2.92%
Number of daily rates quoted 244 248 269
South East median daily rate £500 £450 £450
Median daily rate % change year-on-year +11.11% - +2.86%
10th Percentile £398 £324 £308
90th Percentile £650 £600 £563
England median daily rate £500 £500 £490
% change year-on-year - +1.99% +8.94%
Number of hourly rates quoted 6 5 3
South East median hourly rate £72.50 £45.00 £50.00
Median hourly rate % change year-on-year +61.11% -10.00% +11.11%
10th Percentile £66.25 £39.10 £44.00
90th Percentile £73.75 £55.00 £58.80
England median hourly rate £52.50 £44.50 £43.11
% change year-on-year +17.98% +3.24% -4.21%

Data Modelling is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Contract vacancies with a requirement for process or methodology skills 12,044 14,242 13,683
As % of all contract IT jobs advertised in the South East 86.51% 86.59% 84.76%
Number of daily rates quoted 7,122 8,553 8,143
South East median daily rate £450 £430 £425
Median daily rate % change year-on-year +4.65% +1.18% +6.25%
10th Percentile £275 £275 £260
90th Percentile £609 £588 £575
England median daily rate £475 £470 £450
% change year-on-year +1.06% +4.44% +5.88%
Number of hourly rates quoted 479 510 473
South East median hourly rate £31.50 £27.00 £22.50
Median hourly rate % change year-on-year +16.67% +20.00% -
10th Percentile £13.04 £11.50 £11.28
90th Percentile £71.25 £51.03 £49.90
England median hourly rate £24.00 £20.50 £25.00
% change year-on-year +17.07% -18.00% +11.11%

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
Contractor Daily Rate Trend in the South East

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Modelling in the South East.

Contractor daily rate trend for Data Modelling in the South East

Data Modelling
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing Data Modelling in the South East over the 6 months to 15 October 2019.

Contractor daily rate histogram for Data Modelling in the South East

Data Modelling
Contractor Hourly Rate Trend in the South East

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

Contractor hourly rate trend for Data Modelling in the South East

Data Modelling
Contract Job Locations in the South East

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Modelling within the South East region over the 6 months to 15 October 2019. 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
Contract
IT Job Ads		 Median
Daily Rate
Past 6 Months		 Median Daily Rate
% Change
on Same Period
Last Year		 Live
Job
Vacancies
Thames Valley +19 194 £500 +12.99% 27
Berkshire +11 137 £500 +17.65% 18
Hampshire +29 97 £500 +9.59% 4
Surrey +29 64 £500 +0.50% 9
Buckinghamshire +11 38 £500 +15.27% 4
West Sussex +21 36 £503 +11.67% 4
East Sussex +7 21 £550 +10.00% 3
Oxfordshire +22 19 £585 +23.16% 5
Middlesex +11 4 £450 -
Kent -2 1 £360 -16.28% 7
Data Modelling
England

For the 6 months to 15 October 2019, IT contractor jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the South East region with a requirement for Data Modelling.

1 172 (40.66%) SQL
2 134 (31.68%) Business Intelligence
3 108 (25.53%) Agile Software Development
4 90 (21.28%) ETL
5 89 (21.04%) Data Warehouse
6 80 (18.91%) Analytics
7 74 (17.49%) Azure
8 70 (16.55%) SQL Server Integration Services
8 70 (16.55%) Microsoft
9 65 (15.37%) Data Quality
9 65 (15.37%) Power BI
9 65 (15.37%) Power Platform
10 63 (14.89%) Oracle
11 62 (14.66%) DevOps
11 62 (14.66%) Analytical Skills
12 61 (14.42%) Logical Data Model
13 59 (13.95%) SQL Server
14 57 (13.48%) Migration
15 54 (12.77%) Data Integration
16 53 (12.53%) Data Governance
17 50 (11.82%) Data Architecture
18 49 (11.58%) Big Data
19 48 (11.35%) Data Lake
20 46 (10.87%) Master Data Management
20 46 (10.87%) Data Analysis
21 45 (10.64%) Telecoms
22 43 (10.17%) Stakeholder Management
22 43 (10.17%) Microsoft Excel
22 43 (10.17%) Visualisation
22 43 (10.17%) JIRA

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 21 (4.96%) Confluence
2 17 (4.02%) SAS
3 11 (2.60%) Apache Spark
4 10 (2.36%) WebLogic
5 9 (2.13%) WebSphere
6 5 (1.18%) Oracle SOA Suite
6 5 (1.18%) SharePoint
7 2 (0.47%) Apache Airflow
7 2 (0.47%) Apache Pig
8 1 (0.24%) Apache
8 1 (0.24%) Elasticsearch
8 1 (0.24%) OpenStack
8 1 (0.24%) Oracle Service Bus
Applications
1 43 (10.17%) Microsoft Excel
2 34 (8.04%) Microsoft Office
3 14 (3.31%) MS Visio
4 6 (1.42%) Microsoft PowerPoint
5 3 (0.71%) Spreadsheet
5 3 (0.71%) SPSS
6 2 (0.47%) Microsoft Project
Business Applications
1 11 (2.60%) Oracle EBS R12
1 11 (2.60%) Oracle Receivables
1 11 (2.60%) Oracle TCA
2 8 (1.89%) Remedy ITSM
2 8 (1.89%) SAP S/4HANA
3 7 (1.65%) SAP MDG
4 4 (0.95%) SAP MDM
5 3 (0.71%) Dynamics CRM
5 3 (0.71%) SAP Oil and Gas
6 1 (0.24%) BusinessWorks
6 1 (0.24%) Cognos Business Intelligence
6 1 (0.24%) Dynamics AX
6 1 (0.24%) SAP ERP
6 1 (0.24%) Sparx Enterprise Architect
6 1 (0.24%) Unica
Cloud Services
1 74 (17.49%) Azure
2 65 (15.37%) Power Platform
3 27 (6.38%) AWS
4 23 (5.44%) iPaaS
5 21 (4.96%) PaaS
5 21 (4.96%) SaaS
6 20 (4.73%) Azure Data Factory
7 18 (4.26%) IaaS
7 18 (4.26%) Serverless
8 10 (2.36%) GitHub
9 9 (2.13%) GCP
10 8 (1.89%) Boomi
11 6 (1.42%) AtomSphere
12 5 (1.18%) Amazon S3
12 5 (1.18%) Data Lake Analytics
12 5 (1.18%) Force.com
12 5 (1.18%) Salesforce Service Cloud
13 4 (0.95%) Google Analytics
14 3 (0.71%) Cloud Computing
14 3 (0.71%) npm
Communications & Networking
1 10 (2.36%) Internet
2 5 (1.18%) Radio Access Network
3 4 (0.95%) 4G
3 4 (0.95%) Intranet
4 1 (0.24%) DNS
4 1 (0.24%) Ethernet
4 1 (0.24%) RFID
4 1 (0.24%) Software-Defined Networking
4 1 (0.24%) WAN
4 1 (0.24%) Wireless
4 1 (0.24%) X.509
Database & Business Intelligence
1 89 (21.04%) Data Warehouse
2 70 (16.55%) SQL Server Integration Services
3 65 (15.37%) Power BI
4 59 (13.95%) SQL Server
5 49 (11.58%) Big Data
6 48 (11.35%) Data Lake
7 33 (7.80%) Relational Database
8 30 (7.09%) SQL Server Reporting Services
9 26 (6.15%) SQL Server Analysis Services
10 23 (5.44%) Cosmos DB
10 23 (5.44%) Hadoop
11 21 (4.96%) Data Mart
12 18 (4.26%) SAP BW
13 16 (3.78%) Azure SQL Database
14 15 (3.55%) Azure SQL Data Warehouse
14 15 (3.55%) BusinessObjects
15 13 (3.07%) HDInsight
16 11 (2.60%) Oracle Reports
17 10 (2.36%) Apache Hive
17 10 (2.36%) Data Mining
Development Applications
1 43 (10.17%) JIRA
2 16 (3.78%) Git (software)
3 10 (2.36%) Jenkins
4 9 (2.13%) Bitbucket
5 7 (1.65%) Gradle
5 7 (1.65%) SonarQube
5 7 (1.65%) Sonatype Nexus
6 6 (1.42%) ERwin
6 6 (1.42%) PowerBuilder
6 6 (1.42%) Toad
6 6 (1.42%) Visual Studio
6 6 (1.42%) Visual Studio Team System
7 5 (1.18%) ER Studio
7 5 (1.18%) SQL Server Management Studio (SSMS)
8 3 (0.71%) Grunt
8 3 (0.71%) gulp
8 3 (0.71%) Jasmine
8 3 (0.71%) Mocha
9 2 (0.47%) Team Foundation Server
10 1 (0.24%) Oracle APEX
General
1 45 (10.64%) Telecoms
2 40 (9.46%) Finance
3 14 (3.31%) Banking
4 11 (2.60%) Billing
5 10 (2.36%) Manufacturing
6 8 (1.89%) Legal
6 8 (1.89%) Retail
7 7 (1.65%) Public Sector
8 6 (1.42%) Games
8 6 (1.42%) Marketing
9 5 (1.18%) Pharmaceutical
10 4 (0.95%) Investment Banking
10 4 (0.95%) Multimedia
10 4 (0.95%) Publishing
11 2 (0.47%) Aerospace
11 2 (0.47%) Front Office
11 2 (0.47%) Law
11 2 (0.47%) Police
12 1 (0.24%) Arabic Language
12 1 (0.24%) Local Government
Job Titles
1 105 (24.82%) Developer
2 100 (23.64%) Architect
3 84 (19.86%) Analyst
4 49 (11.58%) Data Architect
5 32 (7.57%) Consultant
6 29 (6.86%) Data Analyst
7 28 (6.62%) Business Analyst
8 23 (5.44%) SQL Developer
9 19 (4.49%) Data Engineer
10 18 (4.26%) Integration Architect
10 18 (4.26%) Oracle Developer
11 16 (3.78%) Senior Analyst
12 13 (3.07%) SAP Developer
12 13 (3.07%) Solutions Architect
13 12 (2.84%) Business Intelligence Developer
13 12 (2.84%) Designer
13 12 (2.84%) SAP BW Developer
13 12 (2.84%) Senior Developer
14 11 (2.60%) Azure Architect
14 11 (2.60%) Oracle Consultant
Libraries, Frameworks & Software Standards
1 30 (7.09%) REST
2 27 (6.38%) SOAP
3 21 (4.96%) Web Services
4 14 (3.31%) MDX
4 14 (3.31%) XML
5 13 (3.07%) Spring
6 10 (2.36%) J2EE
7 9 (2.13%) Kafka
7 9 (2.13%) RESTful
8 8 (1.89%) Middleware
9 7 (1.65%) .NET
9 7 (1.65%) Hibernate
9 7 (1.65%) JSF
9 7 (1.65%) Node.js
10 6 (1.42%) AngularJS
10 6 (1.42%) JSON
10 6 (1.42%) RAML
11 5 (1.18%) D3.js
11 5 (1.18%) Oracle Fusion
11 5 (1.18%) Visualforce
Miscellaneous
1 62 (14.66%) Analytical Skills
2 30 (7.09%) Management Information System
3 23 (5.44%) Data Structures
4 16 (3.78%) CMDB
5 12 (2.84%) Private Cloud
6 9 (2.13%) Reference Data
7 5 (1.18%) Algorithms
7 5 (1.18%) Cloud Native
7 5 (1.18%) Greenfield Project
7 5 (1.18%) Life Science
7 5 (1.18%) Virtual Team
8 4 (0.95%) Credit Risk
8 4 (0.95%) Data Centre
8 4 (0.95%) Self-Motivation
8 4 (0.95%) Smart Home
8 4 (0.95%) Social Media
8 4 (0.95%) Taxonomies
8 4 (0.95%) TM Forum
9 3 (0.71%) Hybrid Cloud
9 3 (0.71%) IVR
Operating Systems
1 16 (3.78%) Linux
2 9 (2.13%) Windows
3 6 (1.42%) AIX
4 5 (1.18%) Unix
5 4 (0.95%) VMS
6 2 (0.47%) Windows Server
6 2 (0.47%) zOS
Processes & Methodologies
1 134 (31.68%) Business Intelligence
2 108 (25.53%) Agile Software Development
3 90 (21.28%) ETL
4 80 (18.91%) Analytics
5 62 (14.66%) DevOps
6 61 (14.42%) Logical Data Model
7 57 (13.48%) Migration
8 54 (12.77%) Data Integration
9 53 (12.53%) Data Governance
10 50 (11.82%) Data Architecture
11 46 (10.87%) Data Analysis
11 46 (10.87%) Master Data Management
12 43 (10.17%) Stakeholder Management
12 43 (10.17%) Visualisation
13 42 (9.93%) Data Migration
14 39 (9.22%) Data Management
15 37 (8.75%) Machine Learning
15 37 (8.75%) Problem Management
15 37 (8.75%) Process Improvement
16 36 (8.51%) Scrum
Programming Languages
1 172 (40.66%) SQL
2 41 (9.69%) Python
3 36 (8.51%) PL/SQL
4 33 (7.80%) Java
5 21 (4.96%) T-SQL
6 19 (4.49%) R
7 18 (4.26%) C#
8 15 (3.55%) ABAP
8 15 (3.55%) Data Analysis Expressions (DAX)
9 12 (2.84%) JavaScript
10 11 (2.60%) Scala
10 11 (2.60%) VBA
11 8 (1.89%) Shell Script
12 7 (1.65%) Apex Code
13 6 (1.42%) VB
13 6 (1.42%) VB6
14 5 (1.18%) C
14 5 (1.18%) U-SQL
15 3 (0.71%) Perl
15 3 (0.71%) TypeScript
Qualifications
1 38 (8.98%) Security Cleared
2 36 (8.51%) Degree
3 33 (7.80%) SC Cleared
4 9 (2.13%) TOGAF Certification
5 5 (1.18%) DBS Check
6 4 (0.95%) ITIL Certification
6 4 (0.95%) MCSA
6 4 (0.95%) MCSE
6 4 (0.95%) Microsoft Certification
7 3 (0.71%) AWS Certification
8 2 (0.47%) CISMP
8 2 (0.47%) CISSP
8 2 (0.47%) Computer Science Degree
8 2 (0.47%) Numerate Degree
8 2 (0.47%) PhD
9 1 (0.24%) BPSS Clearance
9 1 (0.24%) Cisco Certification
9 1 (0.24%) ISEB
9 1 (0.24%) PMI Certification
9 1 (0.24%) PMP
Quality Assurance & Compliance
1 65 (15.37%) Data Quality
2 10 (2.36%) QA
3 6 (1.42%) GDPR
4 4 (0.95%) PMO
5 1 (0.24%) COBIT
5 1 (0.24%) Dublin Core
System Software
1 3 (0.71%) Docker
1 3 (0.71%) NFS
2 2 (0.47%) HDFS
2 2 (0.47%) Oracle RAC
3 1 (0.24%) Active Directory
Systems Management
1 4 (0.95%) Kubernetes
1 4 (0.95%) Terraform
2 3 (0.71%) Data Guard
2 3 (0.71%) EMC NetWorker
3 2 (0.47%) Istio
3 2 (0.47%) Oozie
3 2 (0.47%) Oracle RMAN
3 2 (0.47%) Single Sign-On
3 2 (0.47%) Tivoli Storage Manager
4 1 (0.24%) CA Service Virtualization
4 1 (0.24%) Systems Management Server (SMS)
4 1 (0.24%) TIBCO Hawk
Vendors
1 70 (16.55%) Microsoft
2 63 (14.89%) Oracle
3 38 (8.98%) SAP
4 31 (7.33%) Databricks
5 23 (5.44%) Salesforce.com
6 22 (5.20%) IBM
7 19 (4.49%) Tableau
8 16 (3.78%) Informatica
8 16 (3.78%) Remedy
9 14 (3.31%) Talend
9 14 (3.31%) TIBCO
10 13 (3.07%) Google
11 9 (2.13%) BEA
11 9 (2.13%) webMethods
12 8 (1.89%) ComArch
12 8 (1.89%) Dell
12 8 (1.89%) MuleSoft
13 6 (1.42%) MicroStrategy
14 5 (1.18%) Cognos
14 5 (1.18%) Minitab