Period
to 18 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
Northamptonshire > Northampton
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 78 74 86
Rank change year-on-year -4 +12 +7
Permanent jobs citing Data Modelling 17 6 11
As % of all permanent IT jobs advertised in Northampton 1.99% 0.83% 1.12%
As % of the Processes & Methodologies category 2.17% 0.89% 1.20%
Number of salaries quoted 11 3 3
Northampton median annual salary £70,000 £51,500 £80,000
Median salary % change year-on-year +35.92% -35.63% +45.45%
Northamptonshire median annual salary £83,750 £35,500 £57,500
% change year-on-year +135.92% -38.26% +9.52%

Data Modelling 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 Northampton with a requirement for process or methodology skills.

All Process and Methodology Skills
Northampton
Permanent vacancies with a requirement for process or methodology skills 782 676 918
As % of all permanent IT jobs advertised in Northampton 91.57% 93.37% 93.20%
Number of salaries quoted 561 497 591
Northampton median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -5.88%
10th Percentile £27,500 £22,500 £25,500
90th Percentile £62,500 £58,750 £60,000
Northamptonshire median annual salary £43,500 £40,000 £40,000
% change year-on-year +8.75% - -5.88%

Data Modelling
Job Vacancy Trend in Northampton

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

Job vacancy trend for Data Modelling in Northampton

Data Modelling
Salary Trend in Northampton

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

Salary trend for Data Modelling in Northampton

Data Modelling
Salary Histogram in Northampton

The salary distribution of IT jobs citing Data Modelling in Northampton over the 6 months to 18 October 2018.

Salary histogram for Data Modelling in Northampton

For the 6 months to 18 October 2018, IT 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 permanent job ads across the Northampton region with a requirement for Data Modelling.

1 14 (82.35%) SQL
2 11 (64.71%) Data Architecture
3 8 (47.06%) Hadoop
3 8 (47.06%) Agile Software Development
3 8 (47.06%) Data Warehouse
4 7 (41.18%) Big Data
5 6 (35.29%) NoSQL
5 6 (35.29%) Master Data Management
5 6 (35.29%) Apache Spark
5 6 (35.29%) Microsoft Azure
5 6 (35.29%) Python
6 5 (29.41%) Java
6 5 (29.41%) XML
6 5 (29.41%) Star Schema
6 5 (29.41%) Migration
6 5 (29.41%) Amazon AWS
6 5 (29.41%) Google
6 5 (29.41%) JSON
6 5 (29.41%) MapR
6 5 (29.41%) BigQuery
6 5 (29.41%) Google Cloud Platform
6 5 (29.41%) Cloudera
6 5 (29.41%) IBM Cloud
6 5 (29.41%) Monetization
7 4 (23.53%) Analytics
7 4 (23.53%) Data Quality
7 4 (23.53%) Analytical Skills
7 4 (23.53%) Data Structures
7 4 (23.53%) Business Intelligence
8 3 (17.65%) ERP

Data Modelling
Co-occurring IT Skills in Northampton 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 6 (35.29%) Apache Spark
2 2 (11.76%) SAS
3 1 (5.88%) Elasticsearch
Applications
1 1 (5.88%) Microsoft Excel
1 1 (5.88%) Microsoft Office
1 1 (5.88%) MS Visio
Cloud Services
1 6 (35.29%) Microsoft Azure
2 5 (29.41%) Amazon AWS
2 5 (29.41%) Google Cloud Platform
2 5 (29.41%) IBM Cloud
Database & Business Intelligence
1 8 (47.06%) Data Warehouse
1 8 (47.06%) Hadoop
2 7 (41.18%) Big Data
3 6 (35.29%) NoSQL
4 5 (29.41%) BigQuery
4 5 (29.41%) Star Schema
5 2 (11.76%) SQL Server
6 1 (5.88%) Base SAS
6 1 (5.88%) DB2
6 1 (5.88%) RDBMS
6 1 (5.88%) Relational Database
6 1 (5.88%) SAS Enterprise Guide
6 1 (5.88%) SQL Server 2008
6 1 (5.88%) SQL Server Analysis Services
6 1 (5.88%) SQL Server Integration Services
6 1 (5.88%) SQL Server Reporting Services
Development Applications
1 1 (5.88%) ER Studio
1 1 (5.88%) ERwin
General
1 3 (17.65%) Banking
1 3 (17.65%) Retail
2 2 (11.76%) Finance
3 1 (5.88%) General Ledger
3 1 (5.88%) Law
3 1 (5.88%) Retail Banking
Job Titles
1 7 (41.18%) Architect
1 7 (41.18%) Data Architect
2 5 (29.41%) Analyst
2 5 (29.41%) Senior Architect
2 5 (29.41%) Senior Data Architect
3 3 (17.65%) Data Analyst
3 3 (17.65%) SQL Analyst
3 3 (17.65%) SQL Data Analyst
4 2 (11.76%) Developer
5 1 (5.88%) Analyst Developer
5 1 (5.88%) Business Intelligence Analyst
5 1 (5.88%) Business Intelligence Developer
5 1 (5.88%) Data Modeller
5 1 (5.88%) DBA
5 1 (5.88%) SAS Analyst
5 1 (5.88%) SAS Developer
5 1 (5.88%) Senior Analyst
5 1 (5.88%) Senior SAS Analyst
5 1 (5.88%) Solutions Designer
5 1 (5.88%) SQL DBA
Libraries, Frameworks & Software Standards
1 5 (29.41%) JSON
1 5 (29.41%) XML
2 1 (5.88%) Elastic Stack
2 1 (5.88%) HTML5 Canvas
2 1 (5.88%) Kafka
2 1 (5.88%) NumPy
2 1 (5.88%) Pandas
Miscellaneous
1 4 (23.53%) Analytical Skills
1 4 (23.53%) Data Structures
2 3 (17.65%) Taxonomies
3 1 (5.88%) Clustering
3 1 (5.88%) Credit Risk
3 1 (5.88%) Management Information System
3 1 (5.88%) Mobile Payment
3 1 (5.88%) Replication
3 1 (5.88%) User Experience
Processes & Methodologies
1 11 (64.71%) Data Architecture
2 8 (47.06%) Agile Software Development
3 6 (35.29%) Master Data Management
4 5 (29.41%) Migration
4 5 (29.41%) Monetization
5 4 (23.53%) Analytics
5 4 (23.53%) Business Intelligence
6 3 (17.65%) Data Migration
6 3 (17.65%) ERP
7 2 (11.76%) Data Analysis
7 2 (11.76%) Logical Data Model
7 2 (11.76%) Physical Data Model
7 2 (11.76%) Stakeholder Management
8 1 (5.88%) ETL
8 1 (5.88%) Information Exploitation
8 1 (5.88%) Risk Management
8 1 (5.88%) RUP
8 1 (5.88%) UML
8 1 (5.88%) Unified Process
8 1 (5.88%) Validation
Programming Languages
1 14 (82.35%) SQL
2 6 (35.29%) Python
3 5 (29.41%) Java
4 1 (5.88%) JavaScript
4 1 (5.88%) R
4 1 (5.88%) Ruby
4 1 (5.88%) Scala
Quality Assurance & Compliance
1 4 (23.53%) Data Quality
System Software
1 1 (5.88%) Apache Flume
Systems Management
1 1 (5.88%) Kibana
1 1 (5.88%) logstash
Vendors
1 5 (29.41%) Cloudera
1 5 (29.41%) Google
1 5 (29.41%) MapR
2 1 (5.88%) Ab Initio
2 1 (5.88%) Informatica
2 1 (5.88%) Microsoft
2 1 (5.88%) Oracle
2 1 (5.88%) Splunk
2 1 (5.88%) Teradata