Period
to 14 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Warwickshire with a requirement for Apache Spark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Spark over the 6 months to 14 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
West Midlands > Warwickshire
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 64 98 87
Rank change year-on-year +34 -11 +12
Permanent jobs citing Apache Spark 3 7 22
As % of all permanent IT jobs advertised in Warwickshire 0.41% 0.54% 1.81%
As % of the Application Platforms category 4.23% 4.29% 9.44%
Number of salaries quoted 3 7 9
Warwickshire median annual salary £42,500 £48,500 £50,000
Median salary % change year-on-year -12.37% -3.00% -37.50%
10th Percentile £38,750 £26,250 £26,500
90th Percentile £69,250 £50,250 £62,500
West Midlands median annual salary £52,500 £42,500 £60,000
% change year-on-year +23.53% -29.17% -25.00%

Apache Spark is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Warwickshire with a requirement for application platform skills.

All Application Platform Skills
Warwickshire
Permanent vacancies with a requirement for application platform skills 71 163 233
As % of all permanent IT jobs advertised in Warwickshire 9.77% 12.67% 19.13%
Number of salaries quoted 56 149 203
Warwickshire median annual salary £42,500 £32,500 £32,500
Median salary % change year-on-year +30.77% - -5.57%
10th Percentile £24,500 £23,750 £21,000
90th Percentile £67,500 £48,750 £47,500
West Midlands median annual salary £40,000 £38,500 £37,500
% change year-on-year +3.90% +2.67% +4.17%

Apache Spark
Job Vacancy Trend in Warwickshire

Job postings citing Apache Spark as a percentage of all IT jobs advertised in Warwickshire.

Job vacancy trend for Apache Spark in Warwickshire

Apache Spark
Salary Trend in Warwickshire

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Apache Spark in Warwickshire.

Salary trend for Apache Spark in Warwickshire

Apache Spark
Salary Histogram in Warwickshire

The salary distribution of IT jobs citing Apache Spark in Warwickshire over the 6 months to 14 November 2018.

Salary histogram for Apache Spark in Warwickshire

Apache Spark
Job Locations in Warwickshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Warwickshire region over the 6 months to 14 November 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
Leamington Spa - 1 £75,000 -
Apache Spark
West Midlands

For the 6 months to 14 November 2018, IT jobs citing Apache Spark 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 Warwickshire region with a requirement for Apache Spark.

1 3 (100.00%) Degree
1 3 (100.00%) Tableau
1 3 (100.00%) Big Data
1 3 (100.00%) Analytical Skills
1 3 (100.00%) Power BI
1 3 (100.00%) Data Science
2 2 (66.67%) Amazon QuickSight
2 2 (66.67%) Customer Insight
2 2 (66.67%) Marketing Strategy
2 2 (66.67%) Data Quality
2 2 (66.67%) Machine Learning
2 2 (66.67%) Mathematics
2 2 (66.67%) Hadoop
2 2 (66.67%) Amazon AWS
2 2 (66.67%) Stakeholder Engagement
2 2 (66.67%) Apache Hive
2 2 (66.67%) R
2 2 (66.67%) E-Commerce
2 2 (66.67%) Statistics
2 2 (66.67%) Marketing
2 2 (66.67%) QlikView
2 2 (66.67%) Business Intelligence
2 2 (66.67%) SQL
2 2 (66.67%) Python
2 2 (66.67%) Retail
3 1 (33.33%) Data Management
3 1 (33.33%) TOGAF
3 1 (33.33%) SQL Server Reporting Services
3 1 (33.33%) Data Analysis
3 1 (33.33%) Logistics

Apache Spark
Co-occurring IT Skills in Warwickshire 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:

Cloud Services
1 2 (66.67%) Amazon AWS
2 1 (33.33%) Azure Data Factory
2 1 (33.33%) Microsoft Azure
Database & Business Intelligence
1 3 (100.00%) Big Data
1 3 (100.00%) Power BI
2 2 (66.67%) Amazon QuickSight
2 2 (66.67%) Apache Hive
2 2 (66.67%) Hadoop
2 2 (66.67%) QlikView
3 1 (33.33%) Data Warehouse
3 1 (33.33%) SQL Server
3 1 (33.33%) SQL Server Integration Services
3 1 (33.33%) SQL Server Reporting Services
General
1 2 (66.67%) Marketing
1 2 (66.67%) Retail
Job Titles
1 2 (66.67%) Data Scientist
2 1 (33.33%) Architect
2 1 (33.33%) Data Architect
Libraries, Frameworks & Software Standards
1 1 (33.33%) Kafka
Miscellaneous
1 3 (100.00%) Analytical Skills
2 1 (33.33%) Computer Science
Processes & Methodologies
1 3 (100.00%) Data Science
2 2 (66.67%) Business Intelligence
2 2 (66.67%) Customer Insight
2 2 (66.67%) E-Commerce
2 2 (66.67%) Machine Learning
2 2 (66.67%) Marketing Strategy
2 2 (66.67%) Mathematics
2 2 (66.67%) Stakeholder Engagement
2 2 (66.67%) Statistics
3 1 (33.33%) Analytics
3 1 (33.33%) Data Analytics
3 1 (33.33%) Data Architecture
3 1 (33.33%) Data Governance
3 1 (33.33%) Data Integration
3 1 (33.33%) Data Security
3 1 (33.33%) Data Strategy
3 1 (33.33%) Dimensional Modelling
3 1 (33.33%) Master Data Management
3 1 (33.33%) Metadata Management
3 1 (33.33%) Visualisation
Programming Languages
1 2 (66.67%) Python
1 2 (66.67%) R
1 2 (66.67%) SQL
Qualifications
1 3 (100.00%) Degree
2 1 (33.33%) Computer Science Degree
2 1 (33.33%) ISEB
2 1 (33.33%) Master's Degree
Quality Assurance & Compliance
1 2 (66.67%) Data Quality
Vendors
1 3 (100.00%) Tableau
2 1 (33.33%) Alteryx
2 1 (33.33%) Hortonworks
2 1 (33.33%) Microsoft