Period
to 19 February 2019

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Logical Data Model skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logical Data Model over the 6 months to 19 February 2019 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > England
6 months to
19 Feb 2019
Same period 2018 Same period 2017
Rank 863 915 884
Rank change year-on-year +52 -31 -9
Permanent jobs citing Logical Data Model 227 263 282
As % of all permanent IT jobs advertised in England 0.16% 0.16% 0.17%
As % of the Processes & Methodologies category 0.18% 0.17% 0.19%
Number of salaries quoted 164 193 205
England median annual salary £73,750 £65,000 £65,000
Median salary % change year-on-year +13.46% - +8.33%
10th Percentile £49,997 £36,250 £41,250
90th Percentile £91,250 £96,250 £103,000
UK median annual salary £72,500 £65,000 £65,000
% change year-on-year +11.54% - +13.04%

Logical Data Model 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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 129,154 150,903 149,451
As % of all permanent IT jobs advertised in England 91.73% 91.84% 91.32%
Number of salaries quoted 103,001 123,591 124,165
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,750 £28,000
90th Percentile £85,000 £81,250 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

Logical Data Model
Job Vacancy Trend in England

Job postings citing Logical Data Model as a percentage of all IT jobs advertised in England.

Job vacancy trend for Logical Data Model in England

Logical Data Model
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Logical Data Model in England.

Salary trend for Logical Data Model in England

Logical Data Model
Salary Histogram in England

The salary distribution of IT jobs citing Logical Data Model in England over the 6 months to 19 February 2019.

Salary histogram for Logical Data Model in England

Logical Data Model
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logical Data Model within the England region over the 6 months to 19 February 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +27 125 £77,500 - 13
South East +31 44 £85,000 +61.90% 4
North of England +30 24 £60,000 +9.09% 5
Midlands +27 21 £71,250 +1.79% 1
Yorkshire +42 15 £60,000 +11.63% 2
West Midlands +19 15 £65,000 -7.80%
East of England +44 9 £65,000 +6.12% 1
North West +19 9 £65,000 +6.12% 3
East Midlands +22 6 £75,000 +50.00% 1
South West +18 4 £80,000 +20.75%
Logical Data Model
UK

For the 6 months to 19 February 2019, IT jobs citing Logical Data Model 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 England region with a requirement for Logical Data Model.

1 227 (100.00%) Data Modelling
2 115 (50.66%) Data Architecture
3 106 (46.70%) Physical Data Model
4 94 (41.41%) Data Warehouse
5 93 (40.97%) Agile Software Development
6 90 (39.65%) SQL
7 87 (38.33%) ETL
8 83 (36.56%) Finance
9 73 (32.16%) Degree
9 73 (32.16%) Analytics
10 67 (29.52%) Data Management
11 62 (27.31%) Business Intelligence
12 60 (26.43%) SQL Server
13 59 (25.99%) Waterfall
14 56 (24.67%) Data Integration
15 55 (24.23%) Conceptual Models
16 53 (23.35%) Migration
17 49 (21.59%) UML
18 47 (20.70%) Data Migration
19 46 (20.26%) Microsoft
20 45 (19.82%) Analytical Skills
21 44 (19.38%) Big Data
21 44 (19.38%) Problem-Solving
22 42 (18.50%) Data Governance
22 42 (18.50%) SQL Server Integration Services
23 40 (17.62%) Business Analysis
24 39 (17.18%) SDLC
25 38 (16.74%) ERwin
26 35 (15.42%) Stakeholder Management
26 35 (15.42%) Data Quality

Logical Data Model
Co-occurring IT Skills in England 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 19 (8.37%) Confluence
2 15 (6.61%) Apache Spark
3 14 (6.17%) SharePoint
4 11 (4.85%) SAS
5 2 (0.88%) Apache Airflow
5 2 (0.88%) Elasticsearch
Applications
1 25 (11.01%) MS Visio
2 7 (3.08%) Microsoft Excel
3 2 (0.88%) Microsoft Office
Cloud Services
1 26 (11.45%) Microsoft Azure
2 20 (8.81%) Amazon AWS
3 11 (4.85%) Office 365
4 10 (4.41%) Azure Data Factory
5 8 (3.52%) SaaS
6 6 (2.64%) Cloud Computing
7 4 (1.76%) Amazon S3
7 4 (1.76%) Boomi
7 4 (1.76%) GitHub
7 4 (1.76%) PaaS
8 2 (0.88%) Amazon EMR
8 2 (0.88%) IaaS
9 1 (0.44%) Google Analytics
9 1 (0.44%) Google Cloud Platform
9 1 (0.44%) IBM Cloud
9 1 (0.44%) OneDrive
Communications & Networking
1 1 (0.44%) DHCP
1 1 (0.44%) DNS
1 1 (0.44%) Firewall
1 1 (0.44%) SMTP
1 1 (0.44%) VLAN
1 1 (0.44%) VPN
Database & Business Intelligence
1 94 (41.41%) Data Warehouse
2 60 (26.43%) SQL Server
3 44 (19.38%) Big Data
4 42 (18.50%) SQL Server Integration Services
5 33 (14.54%) SQL Server Reporting Services
6 32 (14.10%) SQL Server Analysis Services
7 31 (13.66%) NoSQL
8 26 (11.45%) Hadoop
9 18 (7.93%) Data Lake
10 14 (6.17%) Relational Database
11 13 (5.73%) SQL Server 2008
12 12 (5.29%) Power BI
12 12 (5.29%) QlikView
13 10 (4.41%) MongoDB
13 10 (4.41%) Oracle Database
13 10 (4.41%) Oracle Database 11g
14 8 (3.52%) Oracle Database 10g
14 8 (3.52%) SQL Server 2005
14 8 (3.52%) SQL Server 2012
15 6 (2.64%) Enterprise Data Warehouse
Development Applications
1 38 (16.74%) ERwin
2 29 (12.78%) ER Studio
3 20 (8.81%) JIRA
4 12 (5.29%) RequisitePro
5 6 (2.64%) Git (software)
5 6 (2.64%) Subversion
6 2 (0.88%) Team Foundation Server
7 1 (0.44%) MagicDraw
7 1 (0.44%) PowerDesigner
7 1 (0.44%) RStudio
7 1 (0.44%) Visual Studio
General
1 83 (36.56%) Finance
2 8 (3.52%) Front Office
3 5 (2.20%) Retail
4 4 (1.76%) Banking
4 4 (1.76%) Games
5 3 (1.32%) Publishing
6 2 (0.88%) Financial Institution
6 2 (0.88%) Music Industry
6 2 (0.88%) Telecoms
7 1 (0.44%) Electronics
7 1 (0.44%) Investment Banking
7 1 (0.44%) Manufacturing
7 1 (0.44%) Marketing
7 1 (0.44%) Pharmaceutical
Job Titles
1 123 (54.19%) Architect
2 108 (47.58%) Data Architect
3 54 (23.79%) Analyst
4 42 (18.50%) Business Analyst
5 20 (8.81%) Developer
5 20 (8.81%) Enterprise Architect
6 18 (7.93%) Enterprise Data Architect
7 14 (6.17%) Business Intelligence Architect
8 13 (5.73%) Data Modeller
9 11 (4.85%) Agile Business Analyst
9 11 (4.85%) Data Engineer
9 11 (4.85%) Database Developer
10 10 (4.41%) Business IT Analyst
10 10 (4.41%) IT Analyst
10 10 (4.41%) IT Business Analyst
11 9 (3.96%) Financial Analyst
11 9 (3.96%) Financial Business Analyst
11 9 (3.96%) Financial Services Business Analyst
11 9 (3.96%) Information Architect
11 9 (3.96%) Service Analyst
Libraries, Frameworks & Software Standards
1 17 (7.49%) Middleware
2 12 (5.29%) XML
3 7 (3.08%) CSS
3 7 (3.08%) REST
4 6 (2.64%) AngularJS
4 6 (2.64%) Jinja
4 6 (2.64%) Node.js
4 6 (2.64%) Swagger
5 5 (2.20%) JSON
6 4 (1.76%) Web Services
7 2 (0.88%) .NET
7 2 (0.88%) XBRL
8 1 (0.44%) FpML
8 1 (0.44%) Kafka
8 1 (0.44%) MDX
8 1 (0.44%) WAP
Miscellaneous
1 45 (19.82%) Analytical Skills
2 27 (11.89%) User Experience
3 22 (9.69%) Data Structures
3 22 (9.69%) Taxonomies
4 16 (7.05%) Management Information System
5 15 (6.61%) Reference Data
6 6 (2.64%) Clustering
7 5 (2.20%) Greenfield Project
8 3 (1.32%) Credit Risk
8 3 (1.32%) Smart Meter
9 2 (0.88%) Driving Licence
9 2 (0.88%) EPoS
9 2 (0.88%) Fintech
9 2 (0.88%) Public Cloud
10 1 (0.44%) Enterprise Software
10 1 (0.44%) Foreign Exchange (FX)
10 1 (0.44%) Market Risk
10 1 (0.44%) Self-Motivation
10 1 (0.44%) Virtual Team
Operating Systems
1 14 (6.17%) Linux
2 13 (5.73%) Windows
3 11 (4.85%) Windows Server
4 4 (1.76%) Oracle Linux
5 1 (0.44%) Windows 2000
Processes & Methodologies
1 227 (100.00%) Data Modelling
2 115 (50.66%) Data Architecture
3 106 (46.70%) Physical Data Model
4 93 (40.97%) Agile Software Development
5 87 (38.33%) ETL
6 73 (32.16%) Analytics
7 67 (29.52%) Data Management
8 62 (27.31%) Business Intelligence
9 59 (25.99%) Waterfall
10 56 (24.67%) Data Integration
11 55 (24.23%) Conceptual Models
12 53 (23.35%) Migration
13 49 (21.59%) UML
14 47 (20.70%) Data Migration
15 44 (19.38%) Problem-Solving
16 42 (18.50%) Data Governance
17 40 (17.62%) Business Analysis
18 39 (17.18%) SDLC
19 35 (15.42%) Stakeholder Management
20 34 (14.98%) Computer Science
Programming Languages
1 90 (39.65%) SQL
2 32 (14.10%) T-SQL
3 29 (12.78%) Python
4 16 (7.05%) R
5 8 (3.52%) Java
6 4 (1.76%) VB
7 3 (1.32%) PL/SQL
8 2 (0.88%) PowerShell
9 1 (0.44%) C#
9 1 (0.44%) Data Analysis Expressions (DAX)
9 1 (0.44%) VB.NET
9 1 (0.44%) VBA
Qualifications
1 73 (32.16%) Degree
2 19 (8.37%) ISEB
3 18 (7.93%) Computer Science Degree
4 11 (4.85%) TOGAF Certification
5 5 (2.20%) Master's Degree
6 2 (0.88%) SC Cleared
6 2 (0.88%) Security Cleared
7 1 (0.44%) CBAP
7 1 (0.44%) IIBA
7 1 (0.44%) Microsoft Certification
Quality Assurance & Compliance
1 35 (15.42%) Data Quality
2 30 (13.22%) GDPR
3 12 (5.29%) PMO
4 6 (2.64%) QA
5 3 (1.32%) ISO 20022
System Software
1 11 (4.85%) Active Directory
2 6 (2.64%) Docker
2 6 (2.64%) Oracle Clusterware
2 6 (2.64%) Oracle RAC
3 1 (0.44%) Hyper-V
3 1 (0.44%) Virtual Machines
Systems Management
1 12 (5.29%) HP Quality Center
2 4 (1.76%) Control-M
Vendors
1 46 (20.26%) Microsoft
2 28 (12.33%) Tableau
3 25 (11.01%) Informatica
4 21 (9.25%) Oracle
5 15 (6.61%) Casewise
6 14 (6.17%) SAP
7 11 (4.85%) Atlassian
8 10 (4.41%) VMware
9 7 (3.08%) Talend
10 6 (2.64%) WSO2
11 5 (2.20%) Dell
12 4 (1.76%) Cognos
12 4 (1.76%) Google
12 4 (1.76%) WorldPay
13 3 (1.32%) Birst
14 2 (0.88%) Cognizant
14 2 (0.88%) IBM
14 2 (0.88%) MuleSoft
14 2 (0.88%) Netezza
14 2 (0.88%) Salesforce.com