Period
to 25 July 2017

The following table provides summary statistics for permanent job vacancies advertised in Ipswich 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 25 July 2017 with a comparison to the same period in the previous 2 years.

Data Modelling
Suffolk > Ipswich
6 months to
25 Jul 2017
Same period 2016 Same period 2015
Rank 44 66 84
Rank change year-on-year +22 +18 -12
Permanent jobs citing Data Modelling 12 10 7
As % of all permanent IT jobs advertised in Ipswich 3.22% 1.38% 0.78%
As % of the Processes & Methodologies category 3.53% 1.57% 0.90%
Number of salaries quoted 12 7 3
Ipswich median annual salary £51,250 £45,000 £40,000
Median salary % change year-on-year +13.89% +12.50% -
10th Percentile £40,575 £31,000 £39,000
90th Percentile £59,625 £50,000 £41,000
Suffolk median annual salary £47,500 £45,000 £47,500
% change year-on-year +5.56% -5.26% +5.56%

Data Modelling is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Ipswich with a requirement for process and methodology skills.

Process & Methodology Skills
Ipswich
Permanent job vacancies with a requirement for process and methodology skills 340 635 778
As % of all permanent IT job vacancies advertised in Ipswich 91.15% 87.59% 86.73%
Number of salaries quoted 319 582 675
Ipswich median annual salary £42,000 £37,500 £39,000
Median salary % change year-on-year +12.00% -3.85% -2.50%
10th Percentile £27,500 £24,775 £22,200
90th Percentile £60,000 £57,500 £57,500
Suffolk median annual salary £40,000 £35,500 £39,000
% change year-on-year +12.68% -8.97% -2.50%

Data Modelling
Job Vacancy Trend in Ipswich

Job postings citing Data Modelling as a percentage of all IT jobs advertised in Ipswich.

Job vacancy trend for Data Modelling in Ipswich

Data Modelling
Salary Trend in Ipswich

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

Salary trend for Data Modelling in Ipswich

Data Modelling
Salary Histogram in Ipswich

The salary distribution of IT jobs citing Data Modelling in Ipswich over the 6 months to 25 July 2017.

Salary histogram for Data Modelling in Ipswich

For the 6 months to 25 July 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 Ipswich region with a requirement for Data Modelling.

1 9 (75.00%) SQL Server
2 8 (66.67%) Agile Software Development
3 7 (58.33%) Finance
3 7 (58.33%) Analytics
4 6 (50.00%) Microsoft
4 6 (50.00%) Python
4 6 (50.00%) QA
5 5 (41.67%) Degree
5 5 (41.67%) SQL Server Reporting Services
5 5 (41.67%) Business Intelligence
5 5 (41.67%) JavaScript
5 5 (41.67%) Service Management
5 5 (41.67%) Big Data
5 5 (41.67%) Analytical Skills
5 5 (41.67%) Data Strategy
6 4 (33.33%) Power BI
6 4 (33.33%) Algorithms
6 4 (33.33%) Microsoft Power View
6 4 (33.33%) Data Analytics
6 4 (33.33%) Enterprise Software
6 4 (33.33%) Tableau
6 4 (33.33%) PowerPivot
6 4 (33.33%) GIS
6 4 (33.33%) Data Warehouse
6 4 (33.33%) Data Analysis
6 4 (33.33%) Economics
6 4 (33.33%) Statistics
6 4 (33.33%) Product Management
6 4 (33.33%) Waterfall
6 4 (33.33%) Spotfire

Data Modelling
Co-occurring IT Skills in Ipswich 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 2 (16.67%) Apache Spark
Applications
1 4 (33.33%) Spreadsheet
Cloud Services
1 2 (16.67%) Amazon AWS
1 2 (16.67%) Cloud Computing
1 2 (16.67%) Microsoft Azure
2 1 (8.33%) IBM Blueworks
Database & Business Intelligence
1 9 (75.00%) SQL Server
2 5 (41.67%) Big Data
2 5 (41.67%) SQL Server Reporting Services
3 4 (33.33%) Data Warehouse
3 4 (33.33%) GIS
3 4 (33.33%) Microsoft Power View
3 4 (33.33%) Power BI
3 4 (33.33%) PowerPivot
3 4 (33.33%) Spotfire
4 3 (25.00%) SQL Server Integration Services
5 2 (16.67%) Apache Hive
5 2 (16.67%) Hadoop
5 2 (16.67%) Impala
5 2 (16.67%) Kalido
5 2 (16.67%) SQL Server 2008
6 1 (8.33%) NoSQL
Development Applications
1 1 (8.33%) Team Foundation Server
General
1 7 (58.33%) Finance
2 2 (16.67%) Marketing
2 2 (16.67%) Retail
Job Titles
1 6 (50.00%) Analyst
2 4 (33.33%) Business Intelligence Analyst
3 3 (25.00%) Architect
3 3 (25.00%) Data Architect
3 3 (25.00%) Developer
3 3 (25.00%) ETL Developer
4 2 (16.67%) Apache Spark Developer
4 2 (16.67%) Big Data Developer
4 2 (16.67%) Business Analyst
4 2 (16.67%) Hadoop Developer
4 2 (16.67%) Python Developer
4 2 (16.67%) Solutions Architect
5 1 (8.33%) Data Business Analyst
5 1 (8.33%) Senior Business Intelligence Developer
5 1 (8.33%) Senior ETL Developer
5 1 (8.33%) Senior SQL Developer
5 1 (8.33%) SQL BI Developer
5 1 (8.33%) SQL Developer
5 1 (8.33%) SSIS Developer
5 1 (8.33%) SSRS Developer
Libraries, Frameworks & Software Standards
1 2 (16.67%) PySpark
2 1 (8.33%) .NET
Miscellaneous
1 5 (41.67%) Analytical Skills
2 4 (33.33%) Algorithms
2 4 (33.33%) Enterprise Software
3 1 (8.33%) Greenfield Project
3 1 (8.33%) Reference Data
3 1 (8.33%) User Experience
Processes & Methodologies
1 8 (66.67%) Agile Software Development
2 7 (58.33%) Analytics
3 5 (41.67%) Business Intelligence
3 5 (41.67%) Data Strategy
3 5 (41.67%) Service Management
4 4 (33.33%) Data Analysis
4 4 (33.33%) Data Analytics
4 4 (33.33%) Economics
4 4 (33.33%) Product Management
4 4 (33.33%) Statistics
4 4 (33.33%) Waterfall
5 3 (25.00%) ETL
5 3 (25.00%) Kimball Methodology
6 2 (16.67%) Business Analysis
6 2 (16.67%) Dashboard Development
6 2 (16.67%) Data Architecture
6 2 (16.67%) ETL Development
6 2 (16.67%) Logical Data Model
6 2 (16.67%) Software Testing
6 2 (16.67%) Test Strategy
Programming Languages
1 6 (50.00%) Python
2 5 (41.67%) JavaScript
3 1 (8.33%) C#
3 1 (8.33%) SQL
3 1 (8.33%) T-SQL
Qualifications
1 5 (41.67%) Degree
2 2 (16.67%) CCA
2 2 (16.67%) Citrix Certification
2 2 (16.67%) MCSA
2 2 (16.67%) MCSD
2 2 (16.67%) Microsoft Certification
3 1 (8.33%) ISEB
Quality Assurance & Compliance
1 6 (50.00%) QA
2 1 (8.33%) Data Quality
2 1 (8.33%) GDPR
Systems Management
1 2 (16.67%) Oozie
Vendors
1 6 (50.00%) Microsoft
2 4 (33.33%) Tableau
3 2 (16.67%) Cloudera
3 2 (16.67%) Informatica
3 2 (16.67%) Oracle
3 2 (16.67%) TOWER Software
4 1 (8.33%) IBM
4 1 (8.33%) Trillium