Period
to 20 July 2018

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 20 July 2018 with a comparison to the same period in the previous 2 years.

Logical Data Model
UK > England
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 898 913 974
Rank change year-on-year +15 +61 -53
Permanent jobs citing Logical Data Model 258 271 288
As % of all permanent IT jobs advertised in England 0.16% 0.16% 0.15%
As % of the Processes & Methodologies category 0.17% 0.18% 0.17%
Number of salaries quoted 194 208 233
England median annual salary £70,000 £65,000 £55,000
Median salary % change year-on-year +7.69% +18.18% -15.38%
10th Percentile £42,500 £38,375 £41,250
90th Percentile £97,500 £83,750 £88,950
UK median annual salary £67,000 £65,000 £55,000
% change year-on-year +3.08% +18.18% -15.38%

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 148,233 151,338 172,055
As % of all permanent IT jobs advertised in England 90.66% 90.72% 90.04%
Number of salaries quoted 119,328 122,581 144,875
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,000
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% -

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 20 July 2018.

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 20 July 2018. 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 +15 129 £75,000 - 9
North of England +52 64 £56,000 +6.67% 10
North West +48 34 £55,000 +35.80% 5
Yorkshire +37 29 £56,000 +9.27% 4
South East -2 26 £70,000 +12.00% 1
East of England -2 22 £80,000 +39.13% 2
South West 0 11 £56,250 -16.67% 4
Midlands -45 8 £55,000 -8.33%
East Midlands +11 6 £55,000 -18.52%
West Midlands -27 2 £62,500 +7.30%
North East -25 1 £70,000 +3.70% 1
Logical Data Model
UK

For the 6 months to 20 July 2018, 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.

1 258 (100.00%) Data Modelling
2 155 (60.08%) Physical Data Model
3 125 (48.45%) Data Warehouse
4 102 (39.53%) Data Architecture
5 100 (38.76%) SQL
6 97 (37.60%) Business Intelligence
7 88 (34.11%) Finance
8 75 (29.07%) Agile Software Development
9 72 (27.91%) Analytical Skills
10 70 (27.13%) SQL Server
11 68 (26.36%) Data Governance
12 66 (25.58%) Data Quality
12 66 (25.58%) Data Integration
13 64 (24.81%) Master Data Management
14 61 (23.64%) Data Management
15 58 (22.48%) ETL
15 58 (22.48%) Analytics
16 55 (21.32%) Data Analysis
17 53 (20.54%) Microsoft
17 53 (20.54%) ERwin
17 53 (20.54%) Problem-Solving
18 49 (18.99%) Migration
19 47 (18.22%) SQL Server Integration Services
19 47 (18.22%) Degree
20 42 (16.28%) Oracle
21 40 (15.50%) SQL Server Reporting Services
22 39 (15.12%) Information Architecture
23 38 (14.73%) Data Strategy
23 38 (14.73%) Data Security
24 37 (14.34%) Big Data

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 14 (5.43%) Apache Spark
2 8 (3.10%) BizTalk Server
3 6 (2.33%) Adobe Experience Manager
4 5 (1.94%) Oracle SOA Suite
4 5 (1.94%) SharePoint
5 4 (1.55%) Elasticsearch
5 4 (1.55%) SAS
6 3 (1.16%) Apache Airflow
6 3 (1.16%) Confluence
7 2 (0.78%) Apache
8 1 (0.39%) Apache Pig
8 1 (0.39%) Oracle Workflow
Applications
1 14 (5.43%) MS Visio
2 13 (5.04%) Microsoft Office
3 4 (1.55%) Microsoft Excel
4 2 (0.78%) Spreadsheet
Business Applications
1 2 (0.78%) Cognos Business Intelligence
2 1 (0.39%) Dynamics CRM
2 1 (0.39%) Oracle Applications
2 1 (0.39%) Oracle EBS
2 1 (0.39%) Oracle EBS R12
2 1 (0.39%) SAP CO
2 1 (0.39%) SAP FI
2 1 (0.39%) SAP FI/CO
2 1 (0.39%) SAP MDG
2 1 (0.39%) SAP S/4HANA
Cloud Services
1 32 (12.40%) Microsoft Azure
2 21 (8.14%) Amazon AWS
3 6 (2.33%) Adobe Analytics
4 5 (1.94%) Google Cloud Platform
5 4 (1.55%) Amazon EMR
6 3 (1.16%) SaaS
7 2 (0.78%) Dynamics 365
8 1 (0.39%) Amazon S3
8 1 (0.39%) Cloudflare
8 1 (0.39%) IaaS
8 1 (0.39%) PaaS
8 1 (0.39%) Salesforce Service Cloud
Communications & Networking
1 1 (0.39%) Internet
1 1 (0.39%) Intranet
1 1 (0.39%) SMS
Database & Business Intelligence
1 125 (48.45%) Data Warehouse
2 70 (27.13%) SQL Server
3 47 (18.22%) SQL Server Integration Services
4 40 (15.50%) SQL Server Reporting Services
5 37 (14.34%) Big Data
6 32 (12.40%) OLAP
7 31 (12.02%) Relational Database
8 29 (11.24%) OLTP
9 23 (8.91%) MySQL
10 22 (8.53%) Power BI
11 21 (8.14%) RDBMS
12 18 (6.98%) Hadoop
13 15 (5.81%) SAP Data Services
13 15 (5.81%) SQL Server Analysis Services
14 14 (5.43%) Oracle Database
15 13 (5.04%) NoSQL
15 13 (5.04%) Oracle ODI
16 9 (3.49%) Geospatial Data
17 8 (3.10%) Data Lake
17 8 (3.10%) MongoDB
Development Applications
1 53 (20.54%) ERwin
2 15 (5.81%) PowerDesigner
2 15 (5.81%) Subversion
3 12 (4.65%) Git (software)
4 6 (2.33%) JIRA
4 6 (2.33%) Visual Studio
4 6 (2.33%) Visual Studio Team System
5 3 (1.16%) Team Foundation Server
5 3 (1.16%) VSS/SourceSafe
6 1 (0.39%) ER Studio
6 1 (0.39%) Jenkins
6 1 (0.39%) Oracle Forms
General
1 88 (34.11%) Finance
2 20 (7.75%) Front Office
3 16 (6.20%) Banking
3 16 (6.20%) Marketing
4 10 (3.88%) Financial Institution
5 9 (3.49%) Retail
6 7 (2.71%) Investment Banking
7 4 (1.55%) Pharmaceutical
8 3 (1.16%) Advertising
8 3 (1.16%) Music Industry
8 3 (1.16%) Publishing
8 3 (1.16%) Telecoms
9 2 (0.78%) Law
9 2 (0.78%) Multimedia
9 2 (0.78%) Private Banking
10 1 (0.39%) Back Office
10 1 (0.39%) Legal
10 1 (0.39%) Manufacturing
Job Titles
1 126 (48.84%) Architect
2 107 (41.47%) Data Architect
3 60 (23.26%) Analyst
4 33 (12.79%) Data Modeller
5 29 (11.24%) Business Analyst
6 24 (9.30%) Developer
7 14 (5.43%) Data Analyst
8 12 (4.65%) Business Intelligence Architect
9 11 (4.26%) Senior Analyst
10 10 (3.88%) Data Engineer
10 10 (3.88%) SQL Developer
11 8 (3.10%) Enterprise Architect
11 8 (3.10%) Quantitative Developer
11 8 (3.10%) Senior Developer
12 7 (2.71%) Analyst Developer
12 7 (2.71%) Data Warehouse Architect
12 7 (2.71%) Enterprise Data Architect
12 7 (2.71%) Technical Analyst
13 6 (2.33%) Senior Quantitative Analyst
13 6 (2.33%) Senior Quantitative Developer
Libraries, Frameworks & Software Standards
1 20 (7.75%) XML
2 18 (6.98%) REST
3 13 (5.04%) Oracle GoldenGate
3 13 (5.04%) Web Services
4 12 (4.65%) Jinja
4 12 (4.65%) JSON
4 12 (4.65%) Middleware
5 8 (3.10%) CSS
5 8 (3.10%) Kafka
6 7 (2.71%) jQuery
7 6 (2.33%) DOM
7 6 (2.33%) J2EE
7 6 (2.33%) WPF
8 5 (1.94%) SOAP
9 4 (1.55%) .NET
9 4 (1.55%) JMS
10 3 (1.16%) HTML
10 3 (1.16%) JDBC
10 3 (1.16%) MDX
10 3 (1.16%) Spring
Miscellaneous
1 72 (27.91%) Analytical Skills
2 31 (12.02%) Management Information System
3 19 (7.36%) Data Structures
4 16 (6.20%) Hybrid Cloud
5 13 (5.04%) Computer Science
6 7 (2.71%) Enterprise Software
6 7 (2.71%) Greenfield Project
7 6 (2.33%) Cyberthreat
7 6 (2.33%) Self-Motivation
7 6 (2.33%) State Machine
8 5 (1.94%) Reference Data
8 5 (1.94%) Taxonomies
9 3 (1.16%) Life Science
9 3 (1.16%) Replication
10 2 (0.78%) Equities
10 2 (0.78%) Reinsurance
10 2 (0.78%) User Experience
11 1 (0.39%) Data Protection Act
11 1 (0.39%) Public Cloud
11 1 (0.39%) SCADA
Operating Systems
1 9 (3.49%) Windows
2 5 (1.94%) Linux
3 4 (1.55%) Windows Server
4 2 (0.78%) Unix
Processes & Methodologies
1 258 (100.00%) Data Modelling
2 155 (60.08%) Physical Data Model
3 102 (39.53%) Data Architecture
4 97 (37.60%) Business Intelligence
5 75 (29.07%) Agile Software Development
6 68 (26.36%) Data Governance
7 66 (25.58%) Data Integration
8 64 (24.81%) Master Data Management
9 61 (23.64%) Data Management
10 58 (22.48%) Analytics
10 58 (22.48%) ETL
11 55 (21.32%) Data Analysis
12 53 (20.54%) Problem-Solving
13 49 (18.99%) Migration
14 39 (15.12%) Information Architecture
15 38 (14.73%) Data Security
15 38 (14.73%) Data Strategy
16 36 (13.95%) TOGAF
17 34 (13.18%) SOA
18 32 (12.40%) Enterprise Architecture
Programming Languages
1 100 (38.76%) SQL
2 31 (12.02%) Python
3 25 (9.69%) T-SQL
4 18 (6.98%) PL/SQL
5 17 (6.59%) C#
6 14 (5.43%) Java
7 12 (4.65%) R
8 9 (3.49%) JavaScript
9 4 (1.55%) C
10 3 (1.16%) Data Analysis Expressions (DAX)
10 3 (1.16%) Perl
10 3 (1.16%) PowerShell
11 2 (0.78%) C++
11 2 (0.78%) Go
11 2 (0.78%) Scala
11 2 (0.78%) Shell Script
12 1 (0.39%) PHP
Qualifications
1 47 (18.22%) Degree
2 5 (1.94%) ISEB
3 4 (1.55%) Computer Science Degree
3 4 (1.55%) ITIL Certification
3 4 (1.55%) Master's Degree
3 4 (1.55%) Postgraduate
4 2 (0.78%) TOGAF Certification
5 1 (0.39%) Microsoft Certification
5 1 (0.39%) PMI Certification
5 1 (0.39%) Security Cleared
Quality Assurance & Compliance
1 66 (25.58%) Data Quality
2 15 (5.81%) QA
3 9 (3.49%) GDPR
4 2 (0.78%) ISO/IEC 27001
4 2 (0.78%) MiFID
4 2 (0.78%) PMO
4 2 (0.78%) SLA
5 1 (0.39%) GCP
5 1 (0.39%) HL7
5 1 (0.39%) SNOMED CT
System Software
1 3 (1.16%) Apache Flume
2 2 (0.78%) Apache ZooKeeper
2 2 (0.78%) HDFS
Systems Management
1 1 (0.39%) Hadoop YARN
1 1 (0.39%) Mesos
Vendors
1 53 (20.54%) Microsoft
2 42 (16.28%) Oracle
3 19 (7.36%) IBM
4 16 (6.20%) Informatica
4 16 (6.20%) Trillium
5 11 (4.26%) Teradata
6 9 (3.49%) Talend
7 7 (2.71%) Cognizant
8 6 (2.33%) Adobe
8 6 (2.33%) Cognos
8 6 (2.33%) Salesforce.com
9 5 (1.94%) Ab Initio
9 5 (1.94%) HP
9 5 (1.94%) Vertica
10 4 (1.55%) Alteryx
10 4 (1.55%) SAP
10 4 (1.55%) Tableau
11 3 (1.16%) Google
11 3 (1.16%) MicroStrategy
12 2 (0.78%) Netezza