Period
to 25 August 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Bristol. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 25 August 2019 with a comparison to the same period over the previous 2 years.

Data Structures
South West > Bristol
6 months to
25 Aug 2019
Same period 2018 Same period 2017
Rank 178 154 156
Rank change year-on-year -24 +2 +9
Permanent jobs citing Data Structures 12 48 48
As % of all permanent IT jobs advertised in Bristol 0.34% 1.28% 1.24%
As % of the Miscellaneous category 0.99% 3.42% 3.22%
Number of salaries quoted 8 40 37
Bristol median annual salary £37,500 £42,500 £55,000
Median salary % change year-on-year -11.76% -22.73% +18.92%
10th Percentile £31,000 £36,250 £38,750
90th Percentile £52,200 £64,125 £62,500
South West median annual salary £35,000 £38,000 £50,000
% change year-on-year -7.89% -24.00% -

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 Bristol with a requirement for generic IT skills.

All Generic IT Skills
Bristol
Permanent vacancies with a requirement for generic IT skills 1,212 1,404 1,493
As % of all permanent IT jobs advertised in Bristol 34.77% 37.43% 38.67%
Number of salaries quoted 930 1,085 1,168
Bristol median annual salary £45,000 £45,000 £45,000
10th Percentile £27,000 £27,500 £26,250
90th Percentile £66,250 £67,500 £66,250
South West median annual salary £45,000 £42,500 £42,000
% change year-on-year +5.88% +1.19% +5.00%

Data Structures
Job Vacancy Trend in Bristol

Job postings citing Data Structures as a percentage of all IT jobs advertised in Bristol.

Job vacancy trend for Data Structures in Bristol

Data Structures
Salary Trend in Bristol

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

Salary trend for Data Structures in Bristol

Data Structures
Salary Histogram in Bristol

The salary distribution of IT jobs citing Data Structures in Bristol over the 6 months to 25 August 2019.

Salary histogram for Data Structures in Bristol

For the 6 months to 25 August 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 Bristol region with a requirement for Data Structures.

1 6 (50.00%) Data Modelling
2 5 (41.67%) Business Intelligence
2 5 (41.67%) Software Engineering
2 5 (41.67%) Mathematics
2 5 (41.67%) Analytics
2 5 (41.67%) Algorithms
2 5 (41.67%) SDLC
3 4 (33.33%) Analytical Skills
3 4 (33.33%) Machine Learning
3 4 (33.33%) Data Analytics
3 4 (33.33%) Qt
3 4 (33.33%) Python
3 4 (33.33%) C++
4 3 (25.00%) SQL
4 3 (25.00%) MFC
4 3 (25.00%) Visual Studio
4 3 (25.00%) OO
4 3 (25.00%) ETL
4 3 (25.00%) Microsoft
4 3 (25.00%) Data Warehouse
4 3 (25.00%) Aerospace
4 3 (25.00%) SC Cleared
4 3 (25.00%) Security Cleared
4 3 (25.00%) R
4 3 (25.00%) Data Analysis
4 3 (25.00%) Digital Analytics
4 3 (25.00%) Decision-Making
5 2 (16.67%) Mentoring
5 2 (16.67%) Tableau
5 2 (16.67%) Scrum

Data Structures
Co-occurring IT Skills in Bristol 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 1 (8.33%) Apache Spark
1 1 (8.33%) SAS
Applications
1 1 (8.33%) Microsoft Excel
Cloud Services
1 1 (8.33%) Amazon EMR
1 1 (8.33%) Amazon S3
1 1 (8.33%) AWS
1 1 (8.33%) AWS Data Pipeline
1 1 (8.33%) Azure
1 1 (8.33%) Azure Data Factory
1 1 (8.33%) GCP
1 1 (8.33%) Google Analytics
Database & Business Intelligence
1 3 (25.00%) Data Warehouse
2 1 (8.33%) Amazon Redshift
2 1 (8.33%) Apache Hive
2 1 (8.33%) BigQuery
2 1 (8.33%) Hadoop
2 1 (8.33%) MySQL
2 1 (8.33%) NoSQL
2 1 (8.33%) ObjectStore
2 1 (8.33%) Oracle BI EE
2 1 (8.33%) Oracle Database
2 1 (8.33%) Oracle ODI
2 1 (8.33%) PostgreSQL
2 1 (8.33%) PowerPivot
2 1 (8.33%) Presto
2 1 (8.33%) Relational Database
2 1 (8.33%) SQL Server
2 1 (8.33%) SQL Server Analysis Services
2 1 (8.33%) SQL Server Integration Services
2 1 (8.33%) SQL Server Reporting Services
2 1 (8.33%) Star Schema
Development Applications
1 3 (25.00%) Visual Studio
2 1 (8.33%) Git (software)
General
1 3 (25.00%) Aerospace
2 2 (16.67%) Finance
3 1 (8.33%) Electronics
3 1 (8.33%) Law
3 1 (8.33%) Public Sector
Job Titles
1 3 (25.00%) C++ Software Engineer
1 3 (25.00%) Data Analytics Engineer
1 3 (25.00%) Software Engineer
2 2 (16.67%) Data Engineer
2 2 (16.67%) Developer
3 1 (8.33%) Analyst
3 1 (8.33%) Data Analyst
3 1 (8.33%) Data Warehouse Developer
3 1 (8.33%) iOS Developer
3 1 (8.33%) Junior
3 1 (8.33%) Junior C++ Software Engineer
3 1 (8.33%) Junior Software Engineer
Libraries, Frameworks & Software Standards
1 4 (33.33%) Qt
2 3 (25.00%) MFC
3 1 (8.33%) .NET
3 1 (8.33%) .NET Framework
3 1 (8.33%) Google Maps API
3 1 (8.33%) HTML
3 1 (8.33%) Middleware
3 1 (8.33%) NumPy
3 1 (8.33%) Pandas
3 1 (8.33%) RESTful
3 1 (8.33%) scikit-learn
3 1 (8.33%) TensorFlow
3 1 (8.33%) XML
Miscellaneous
1 5 (41.67%) Algorithms
2 4 (33.33%) Analytical Skills
3 1 (8.33%) Self-Motivation
Operating Systems
1 1 (8.33%) Apple iOS
1 1 (8.33%) Windows
Processes & Methodologies
1 6 (50.00%) Data Modelling
2 5 (41.67%) Analytics
2 5 (41.67%) Business Intelligence
2 5 (41.67%) Mathematics
2 5 (41.67%) SDLC
2 5 (41.67%) Software Engineering
3 4 (33.33%) Data Analytics
3 4 (33.33%) Machine Learning
4 3 (25.00%) Data Analysis
4 3 (25.00%) Decision-Making
4 3 (25.00%) Digital Analytics
4 3 (25.00%) ETL
4 3 (25.00%) OO
5 2 (16.67%) Agile Software Development
5 2 (16.67%) Mentoring
5 2 (16.67%) Scrum
6 1 (8.33%) Coaching
6 1 (8.33%) Continuous Improvement
6 1 (8.33%) iOS Development
6 1 (8.33%) Prototyping
Programming Languages
1 4 (33.33%) C++
1 4 (33.33%) Python
2 3 (25.00%) R
2 3 (25.00%) SQL
3 2 (16.67%) MATLAB
4 1 (8.33%) Apple Swift
4 1 (8.33%) C
4 1 (8.33%) Groovy
4 1 (8.33%) Java
4 1 (8.33%) JavaScript
4 1 (8.33%) Jython
4 1 (8.33%) Objective-C
4 1 (8.33%) PL/SQL
4 1 (8.33%) Scala
4 1 (8.33%) T-SQL
4 1 (8.33%) VBA
Qualifications
1 3 (25.00%) SC Cleared
1 3 (25.00%) Security Cleared
2 1 (8.33%) Degree
System Software
1 1 (8.33%) Docker
Systems Management
1 1 (8.33%) Kubernetes
Vendors
1 3 (25.00%) Microsoft
2 2 (16.67%) Google
2 2 (16.67%) Tableau
3 1 (8.33%) Apple
3 1 (8.33%) DataFlux
3 1 (8.33%) IBM
3 1 (8.33%) Informatica
3 1 (8.33%) Oracle
3 1 (8.33%) Talend
3 1 (8.33%) Trillium