Period
to 2 June 2020

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 2 June 2020 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
2 Jun 2020
Same period 2019 Same period 2018
Rank 41 98 95
Rank change year-on-year +57 -3 +19
Contract jobs citing Data Modelling 327 368 412
As % of all contract jobs advertised in the South East 4.71% 2.52% 2.44%
As % of the Processes & Methodologies category 5.61% 2.88% 2.84%
Number of daily rates quoted 222 203 251
Median daily rate £498 £475 £475
Median daily rate % change year-on-year +4.74% - +5.56%
10th Percentile £356 £328 £325
90th Percentile £660 £625 £600
England median daily rate £500 £500 £500
Number of hourly rates quoted 7 2 3
Median hourly rate £35.00 £49.50 £45.00
Median hourly rate % change year-on-year -29.29% +10.00% +5.88%
England median hourly rate £35.00 £35.00 £18.77
% change year-on-year - +86.47% -44.79%

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 5,834 12,767 14,489
As % of all contract IT jobs advertised in the South East 84.04% 87.47% 85.82%
Number of daily rates quoted 3,410 7,666 8,579
Median daily rate £450 £450 £430
Median daily rate % change year-on-year - +4.65% +3.61%
10th Percentile £263 £281 £275
90th Percentile £613 £607 £588
England median daily rate £475 £475 £463
% change year-on-year - +2.70% +2.78%
Number of hourly rates quoted 272 469 470
Median hourly rate £25.46 £30.50 £24.66
Median hourly rate % change year-on-year -16.54% +23.71% +23.28%
10th Percentile £12.83 £12.00 £10.62
90th Percentile £55.00 £55.00 £52.50
Median hourly rate £28.75 £25.00 £22.30
% change year-on-year +15.00% +12.11% -10.80%

Data Modelling
Job Vacancy Trend in the South East

Job postings citing Data Modelling as a proportion 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

3-month moving average daily rate quoted in jobs citing Data Modelling in the South East.

Daily rate trend for Data Modelling in the South East

Data Modelling
Daily Rate Histogram in the South East

Daily rate distribution for jobs citing Data Modelling in the South East over the 6 months to 2 June 2020.

Daily rate histogram for Data Modelling in the South East

Data Modelling
Contractor Hourly Rate Trend in the South East

3-month moving average hourly rates quoted in jobs citing Data Modelling in the South East.

Hourly rate trend for Data Modelling in the South East

Data Modelling
Hourly Rate Histogram in the South East

Hourly rate distribution of jobs citing Data Modelling in the South East over the 6 months to 2 June 2020.

Hourly rate histogram 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 2 June 2020. 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 +38 130 £500 +5.26% 17
Berkshire +37 93 £528 +14.05% 5
Hampshire +60 83 £500 - 6
West Sussex +35 50 £450 +7.46%
East Sussex +39 31 £475 +5.56% 1
Buckinghamshire +28 30 £400 -12.09% 6
Surrey +27 30 £500 - 9
Oxfordshire +31 7 £425 -10.53% 6
Kent +25 1 £275 -
Data Modelling
England

For the 6 months to 2 June 2020, 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.

1 139 (42.51%) Business Intelligence
2 135 (41.28%) Agile Software Development
3 124 (37.92%) SQL
4 93 (28.44%) Analytics
5 92 (28.13%) Azure
6 84 (25.69%) Power BI
6 84 (25.69%) Power Platform
7 70 (21.41%) Data Warehouse
7 70 (21.41%) DevOps
8 65 (19.88%) ETL
9 56 (17.13%) Microsoft
9 56 (17.13%) Data Lake
10 55 (16.82%) Big Data
11 53 (16.21%) Data Architecture
12 51 (15.60%) Data Management
12 51 (15.60%) Scrum
13 49 (14.98%) Security Cleared
14 48 (14.68%) SQL Server Integration Services
15 46 (14.07%) SC Cleared
16 45 (13.76%) Analytical Skills
16 45 (13.76%) Data Science
17 43 (13.15%) Migration
18 42 (12.84%) Oracle
19 40 (12.23%) Python
20 39 (11.93%) Stakeholder Management
20 39 (11.93%) Project Delivery
21 37 (11.31%) Data Analysis
21 37 (11.31%) SAP
22 36 (11.01%) Process Improvement
22 36 (11.01%) Visualisation

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 31 (9.48%) Confluence
2 18 (5.50%) Apache Spark
3 14 (4.28%) WebLogic
4 8 (2.45%) SharePoint
5 7 (2.14%) SAP Portal
5 7 (2.14%) SAS
6 3 (0.92%) Apache
6 3 (0.92%) CMS
7 2 (0.61%) Elasticsearch
7 2 (0.61%) Jetty
7 2 (0.61%) Jupyter
7 2 (0.61%) Tomcat
8 1 (0.31%) Apache Airflow
8 1 (0.31%) EPiServer
8 1 (0.31%) Oracle Coherence
Applications
1 25 (7.65%) Microsoft Excel
2 13 (3.98%) Microsoft Office
3 8 (2.45%) MS Visio
4 2 (0.61%) InVision
4 2 (0.61%) Microsoft PowerPoint
4 2 (0.61%) Microsoft Project
Business Applications
1 6 (1.83%) SAP PSCD
1 6 (1.83%) SAP S/4HANA
2 5 (1.53%) Dynamics AX
2 5 (1.53%) Dynamics CRM
2 5 (1.53%) Oracle EBS
2 5 (1.53%) Sparx Enterprise Architect
3 4 (1.22%) SAP ERP
3 4 (1.22%) SAP MDG
4 3 (0.92%) Hyperion Planning
4 3 (0.92%) Oracle General Ledger
4 3 (0.92%) Oracle Payroll
4 3 (0.92%) Remedy ITSM
4 3 (0.92%) SAP MDM
5 2 (0.61%) NetSuite
5 2 (0.61%) Oracle EBS R12
5 2 (0.61%) Oracle ERP
5 2 (0.61%) Salesforce.com CRM
6 1 (0.31%) Data Workbench
6 1 (0.31%) Maximo
6 1 (0.31%) Oracle Applications
Cloud Services
1 92 (28.13%) Azure
2 84 (25.69%) Power Platform
3 28 (8.56%) AWS
4 21 (6.42%) PaaS
5 20 (6.12%) IaaS
6 15 (4.59%) PowerApps
7 14 (4.28%) Azure Data Factory
8 8 (2.45%) Power Automate
9 6 (1.83%) Dynamics 365
10 5 (1.53%) AWS Lambda
10 5 (1.53%) GCP
10 5 (1.53%) Google Analytics
10 5 (1.53%) SaaS
11 4 (1.22%) Adobe Analytics
11 4 (1.22%) Office 365
11 4 (1.22%) Serverless
12 3 (0.92%) Amazon S3
12 3 (0.92%) Cloud Computing
13 2 (0.61%) GitHub
13 2 (0.61%) OpenShift
Communications & Networking
1 6 (1.83%) FTP
1 6 (1.83%) HTTP
2 3 (0.92%) Skype
3 2 (0.61%) 2G
3 2 (0.61%) 3G
3 2 (0.61%) 4G
3 2 (0.61%) Internet
3 2 (0.61%) Radio Access Network
4 1 (0.31%) 3GPP
4 1 (0.31%) 5G
4 1 (0.31%) Diameter Protocol
4 1 (0.31%) Intelligent Network
4 1 (0.31%) LTE
4 1 (0.31%) MVNO
4 1 (0.31%) SIGTRAN
4 1 (0.31%) Wireless
Database & Business Intelligence
1 84 (25.69%) Power BI
2 70 (21.41%) Data Warehouse
3 56 (17.13%) Data Lake
4 55 (16.82%) Big Data
5 48 (14.68%) SQL Server Integration Services
6 23 (7.03%) SQL Server
7 21 (6.42%) BusinessObjects
7 21 (6.42%) HDInsight
8 20 (6.12%) Oracle BI EE
9 19 (5.81%) Relational Database
10 18 (5.50%) Hadoop
10 18 (5.50%) SQL Server Reporting Services
11 11 (3.36%) Apache Hive
11 11 (3.36%) Impala
11 11 (3.36%) Oracle Reports
12 10 (3.06%) DB2
12 10 (3.06%) Enterprise Data Warehouse
12 10 (3.06%) Snowflake Schema
13 9 (2.75%) Data Mining
14 8 (2.45%) Oracle BI Publisher
Development Applications
1 32 (9.79%) JIRA
2 18 (5.50%) Visual Studio
3 14 (4.28%) Bitbucket
4 6 (1.83%) Eclipse
4 6 (1.83%) ERwin
4 6 (1.83%) NWDS
4 6 (1.83%) PowerBuilder
4 6 (1.83%) Toad
5 2 (0.61%) Git (software)
5 2 (0.61%) Jenkins
5 2 (0.61%) Maven
5 2 (0.61%) Oracle Forms
6 1 (0.31%) Selenium
6 1 (0.31%) Team Foundation Server
General
1 29 (8.87%) Finance
2 22 (6.73%) Public Sector
3 15 (4.59%) Marketing
4 12 (3.67%) Telecoms
5 6 (1.83%) Retail
6 5 (1.53%) Electronics
7 4 (1.22%) Automotive
7 4 (1.22%) Publishing
8 3 (0.92%) General Ledger
8 3 (0.92%) Law
8 3 (0.92%) Legal
8 3 (0.92%) Pharmaceutical
9 1 (0.31%) Banking
9 1 (0.31%) Billing
9 1 (0.31%) Financial Institution
Job Titles
1 86 (26.30%) Developer
2 75 (22.94%) Analyst
3 57 (17.43%) Architect
4 42 (12.84%) Business Analyst
5 39 (11.93%) Data Architect
6 25 (7.65%) Data Analyst
7 22 (6.73%) Business Intelligence Developer
8 21 (6.42%) DevOps Engineer
9 19 (5.81%) Data Scientist
10 17 (5.20%) Data Business Analyst
10 17 (5.20%) Data Engineer
11 16 (4.89%) SAP Developer
12 14 (4.28%) Consultant
12 14 (4.28%) Scala Developer
13 13 (3.98%) Data Analytics Architect
13 13 (3.98%) Data Modeller
14 10 (3.06%) Power BI Developer
14 10 (3.06%) Senior Analyst
15 9 (2.75%) ABAP Developer
15 9 (2.75%) Senior Developer
Libraries, Frameworks & Software Standards
1 17 (5.20%) XML
2 16 (4.89%) J2EE
3 11 (3.36%) JSON
3 11 (3.36%) REST
4 10 (3.06%) SOAP
5 8 (2.45%) Web Dynpro
6 7 (2.14%) XSD
7 6 (1.83%) .NET
7 6 (1.83%) SAP PI
7 6 (1.83%) SAP XI
7 6 (1.83%) XSLT
8 5 (1.53%) Web Services
9 4 (1.22%) .NET Framework
9 4 (1.22%) CSS
9 4 (1.22%) Kafka
9 4 (1.22%) Middleware
9 4 (1.22%) NumPy
9 4 (1.22%) Pandas
9 4 (1.22%) SAP Basis
9 4 (1.22%) XML Schema
Miscellaneous
1 45 (13.76%) Analytical Skills
2 14 (4.28%) Algorithms
3 10 (3.06%) Data Structures
3 10 (3.06%) Reference Data
3 10 (3.06%) Taxonomies
4 8 (2.45%) User Experience
5 7 (2.14%) Management Information System
6 6 (1.83%) W3C
7 5 (1.53%) Self-Motivation
8 4 (1.22%) Greenfield Project
9 3 (0.92%) Blog
9 3 (0.92%) CMDB
9 3 (0.92%) Mainframe
9 3 (0.92%) Mobile App
9 3 (0.92%) Public Cloud
10 2 (0.61%) Clustering
10 2 (0.61%) Credit Risk
10 2 (0.61%) FMCG
11 1 (0.31%) DataPower
11 1 (0.31%) Replication
Operating Systems
1 29 (8.87%) Windows
2 17 (5.20%) VMS
3 6 (1.83%) AIX
4 3 (0.92%) Linux
4 3 (0.92%) zOS
5 2 (0.61%) Unix
Processes & Methodologies
1 139 (42.51%) Business Intelligence
2 135 (41.28%) Agile Software Development
3 93 (28.44%) Analytics
4 70 (21.41%) DevOps
5 65 (19.88%) ETL
6 53 (16.21%) Data Architecture
7 51 (15.60%) Data Management
7 51 (15.60%) Scrum
8 45 (13.76%) Data Science
9 43 (13.15%) Migration
10 39 (11.93%) Project Delivery
10 39 (11.93%) Stakeholder Management
11 37 (11.31%) Data Analysis
12 36 (11.01%) Process Improvement
12 36 (11.01%) Visualisation
13 35 (10.70%) Machine Learning
14 34 (10.40%) Configuration Management
15 33 (10.09%) Logical Data Model
16 32 (9.79%) Problem Management
17 29 (8.87%) Data Migration
Programming Languages
1 124 (37.92%) SQL
2 40 (12.23%) Python
3 29 (8.87%) Scala
4 28 (8.56%) Java
5 23 (7.03%) PL/SQL
6 22 (6.73%) PowerShell
7 21 (6.42%) ABAP
8 13 (3.98%) R
9 12 (3.67%) T-SQL
10 11 (3.36%) C
11 10 (3.06%) Data Analysis Expressions (DAX)
12 9 (2.75%) Shell Script
13 5 (1.53%) JavaScript
14 4 (1.22%) COBOL
14 4 (1.22%) SOQL
14 4 (1.22%) VBA
15 3 (0.92%) Bash Shell
15 3 (0.92%) C#
15 3 (0.92%) JCL
15 3 (0.92%) Korn
Qualifications
1 49 (14.98%) Security Cleared
2 46 (14.07%) SC Cleared
3 17 (5.20%) Degree
4 7 (2.14%) Microsoft Certification
5 4 (1.22%) BPSS Clearance
6 3 (0.92%) ACCA
6 3 (0.92%) CIMA
7 2 (0.61%) DV Cleared
7 2 (0.61%) PMI Certification
8 1 (0.31%) AWS Certification
8 1 (0.31%) BC Cleared
8 1 (0.31%) CCIE
8 1 (0.31%) CCNP
8 1 (0.31%) Computer Science Degree
8 1 (0.31%) HND
8 1 (0.31%) ISEB
8 1 (0.31%) MCITP
8 1 (0.31%) PhD
8 1 (0.31%) PMP
8 1 (0.31%) Six Sigma Green Belt
Quality Assurance & Compliance
1 12 (3.67%) Data Quality
2 10 (3.06%) GDPR
3 3 (0.92%) QA
4 2 (0.61%) IFRS
5 1 (0.31%) Disclosure Scotland
System Software
1 20 (6.12%) Virtual Machines
2 6 (1.83%) NFS
3 5 (1.53%) HDFS
4 2 (0.61%) Docker
5 1 (0.31%) VMware Infrastructure
Systems Management
1 2 (0.61%) Kubernetes
1 2 (0.61%) SCCM
2 1 (0.31%) Netcool
2 1 (0.31%) Netcool/OMNIbus
Vendors
1 56 (17.13%) Microsoft
2 42 (12.84%) Oracle
3 37 (11.31%) SAP
4 33 (10.09%) Informatica
5 21 (6.42%) webMethods
6 18 (5.50%) Tableau
7 17 (5.20%) Salesforce.com
8 14 (4.28%) BEA
8 14 (4.28%) IBM
9 13 (3.98%) Adobe
10 11 (3.36%) Talend
11 9 (2.75%) Cloudera
12 8 (2.45%) Google
13 6 (1.83%) MicroStrategy
14 5 (1.53%) Hyperion
14 5 (1.53%) Sparx
15 4 (1.22%) Ariba
15 4 (1.22%) Cognos
16 3 (0.92%) Remedy
16 3 (0.92%) Sybase