Period
to 17 January 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in the East Midlands. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 17 January 2019 with a comparison to the same period over the previous 2 years.

Data Structures
England > East Midlands
6 months to
17 Jan 2019
Same period 2018 Same period 2017
Rank 194 188 197
Rank change year-on-year -6 +9 +36
Permanent jobs citing Data Structures 18 38 58
As % of all permanent IT jobs advertised in the East Midlands 0.42% 0.74% 0.95%
As % of the Miscellaneous category 1.00% 2.00% 2.60%
Number of salaries quoted 13 22 47
East Midlands median annual salary £50,000 £50,000 £40,000
Median salary % change year-on-year - +25.00% +10.34%
10th Percentile £38,000 £42,500 £27,115
90th Percentile £75,000 £75,000 £75,000
England median annual salary £64,250 £60,000 £62,500
% change year-on-year +7.08% -4.00% +8.70%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East Midlands with a requirement for generic IT skills.

All Generic IT Skills
East Midlands
Permanent vacancies with a requirement for generic IT skills 1,794 1,899 2,232
As % of all permanent IT jobs advertised in the East Midlands 42.23% 36.84% 36.43%
Number of salaries quoted 1,255 1,557 1,770
East Midlands median annual salary £42,500 £40,000 £42,500
Median salary % change year-on-year +6.25% -5.88% +6.25%
10th Percentile £25,600 £25,000 £23,750
90th Percentile £67,500 £65,000 £65,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - -

Data Structures
Job Vacancy Trend in the East Midlands

Job postings citing Data Structures as a percentage of all IT jobs advertised in the East Midlands.

Job vacancy trend for Data Structures in the East Midlands

Data Structures
Salary Trend in the East Midlands

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in the East Midlands.

Salary trend for Data Structures in the East Midlands

Data Structures
Salary Histogram in the East Midlands

The salary distribution of IT jobs citing Data Structures in the East Midlands over the 6 months to 17 January 2019.

Salary histogram for Data Structures in the East Midlands

Data Structures
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the East Midlands region over the 6 months to 17 January 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
Nottinghamshire +15 10 £50,000 - 4
Northamptonshire +2 8 £58,750 - 1
Data Structures
England

For the 6 months to 17 January 2019, IT jobs citing Data Structures 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 East Midlands region with a requirement for Data Structures.

1 11 (61.11%) Analytics
2 10 (55.56%) Python
3 9 (50.00%) Java
3 9 (50.00%) SQL
4 7 (38.89%) Hadoop
4 7 (38.89%) Big Data
4 7 (38.89%) Cloudera
4 7 (38.89%) NoSQL
4 7 (38.89%) Apache Spark
5 6 (33.33%) Analytical Skills
5 6 (33.33%) TDD
5 6 (33.33%) Degree
6 5 (27.78%) Logistics
6 5 (27.78%) Visualisation
6 5 (27.78%) Telematics
6 5 (27.78%) MATLAB
6 5 (27.78%) Business Intelligence
6 5 (27.78%) Scala
6 5 (27.78%) Data Analytics
6 5 (27.78%) Deep Learning
6 5 (27.78%) R
6 5 (27.78%) Data Visualisation
6 5 (27.78%) MapReduce
6 5 (27.78%) Tableau
6 5 (27.78%) Data Quality
6 5 (27.78%) Machine Learning
6 5 (27.78%) Big Data Analytics
6 5 (27.78%) Power BI
6 5 (27.78%) Computational Intelligence
6 5 (27.78%) Data Development

Data Structures
Co-occurring IT Skills in the East Midlands 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 7 (38.89%) Apache Spark
Cloud Services
1 2 (11.11%) Amazon AWS
1 2 (11.11%) Google Cloud Platform
1 2 (11.11%) IBM Cloud
1 2 (11.11%) Microsoft Azure
1 2 (11.11%) npm
Database & Business Intelligence
1 7 (38.89%) Big Data
1 7 (38.89%) Hadoop
1 7 (38.89%) NoSQL
2 5 (27.78%) Power BI
3 4 (22.22%) Data Mining
4 2 (11.11%) BigQuery
4 2 (11.11%) Data Warehouse
4 2 (11.11%) PostgreSQL
4 2 (11.11%) Star Schema
Development Applications
1 3 (16.67%) webpack
2 2 (11.11%) Git (software)
2 2 (11.11%) Subversion
3 1 (5.56%) Babel
3 1 (5.56%) GitLab
3 1 (5.56%) Travis CI
General
1 4 (22.22%) French Language
1 4 (22.22%) German Language
1 4 (22.22%) Marketing
1 4 (22.22%) Retail
2 1 (5.56%) Aerospace
2 1 (5.56%) Automotive
2 1 (5.56%) Electronics
Job Titles
1 5 (27.78%) Big Data Engineer
1 5 (27.78%) Data Engineer
2 4 (22.22%) Analytics Consultant
2 4 (22.22%) Architect
2 4 (22.22%) Consultant
2 4 (22.22%) Data Consultant
2 4 (22.22%) Development Engineer
2 4 (22.22%) Hadoop Engineer
2 4 (22.22%) Lead Architect
3 3 (16.67%) Developer
4 2 (11.11%) Analyst
4 2 (11.11%) Big Data Architect
4 2 (11.11%) Business Analyst
4 2 (11.11%) Cloud Architect
4 2 (11.11%) Data Architect
4 2 (11.11%) Database Developer
4 2 (11.11%) ERP Business Analyst
4 2 (11.11%) Lead Data Architect
4 2 (11.11%) PostgreSQL Developer
4 2 (11.11%) Supply Chain Analyst
Libraries, Frameworks & Software Standards
1 4 (22.22%) JSON
2 3 (16.67%) React
3 2 (11.11%) DOM
3 2 (11.11%) Immutable.js
3 2 (11.11%) Kafka
3 2 (11.11%) Redux
3 2 (11.11%) RESTful
3 2 (11.11%) XML
4 1 (5.56%) AngularJS
4 1 (5.56%) CSS
4 1 (5.56%) CSS3
4 1 (5.56%) HTML
4 1 (5.56%) HTML5
4 1 (5.56%) Vue.js
4 1 (5.56%) Web Services
Miscellaneous
1 6 (33.33%) Analytical Skills
2 2 (11.11%) Reference Data
2 2 (11.11%) Self-Motivation
3 1 (5.56%) Algorithms
3 1 (5.56%) Renewable Energy
3 1 (5.56%) User Experience
Operating Systems
1 2 (11.11%) Linux
Processes & Methodologies
1 11 (61.11%) Analytics
2 6 (33.33%) TDD
3 5 (27.78%) Big Data Analytics
3 5 (27.78%) Business Intelligence
3 5 (27.78%) Computational Intelligence
3 5 (27.78%) Data Analytics
3 5 (27.78%) Data Development
3 5 (27.78%) Data Visualisation
3 5 (27.78%) Deep Learning
3 5 (27.78%) Logistics
3 5 (27.78%) Machine Learning
3 5 (27.78%) MapReduce
3 5 (27.78%) Telematics
3 5 (27.78%) Visualisation
4 4 (22.22%) Customer-Centricity
4 4 (22.22%) Data Science
4 4 (22.22%) Decision-Making
4 4 (22.22%) Digital Transformation Programme
4 4 (22.22%) Multichannel Retail
4 4 (22.22%) Problem-Solving
Programming Languages
1 10 (55.56%) Python
2 9 (50.00%) Java
2 9 (50.00%) SQL
3 5 (27.78%) MATLAB
3 5 (27.78%) R
3 5 (27.78%) Scala
4 3 (16.67%) JavaScript
5 1 (5.56%) C#
5 1 (5.56%) ES6
5 1 (5.56%) TypeScript
Qualifications
1 6 (33.33%) Degree
Quality Assurance & Compliance
1 5 (27.78%) Data Quality
2 2 (11.11%) QA
System Software
1 2 (11.11%) Docker
Vendors
1 7 (38.89%) Cloudera
2 5 (27.78%) Tableau
3 2 (11.11%) Google
3 2 (11.11%) MapR
3 2 (11.11%) Oracle
4 1 (5.56%) Talend