Period
to 27 February 2020

The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 27 February 2020 with a comparison to the same period in the previous 2 years.

Apache Spark
Cambridgeshire > Cambridge
6 months to
27 Feb 2020
Same period 2019 Same period 2018
Rank 107 126 156
Rank change year-on-year +19 +30 -17
Permanent jobs citing Apache Spark 4 22 33
As % of all permanent IT jobs advertised in Cambridge 0.33% 1.09% 0.99%
As % of the Application Platforms category 3.54% 9.36% 12.04%
Number of salaries quoted 4 12 7
Cambridge median annual salary £70,000 £75,000 £45,000
Median salary % change year-on-year -6.67% +66.67% -26.53%
10th Percentile £65,000 £52,500 £32,500
90th Percentile £87,600 £86,500 £64,000
Cambridgeshire median annual salary £70,000 £67,500 £77,500
% change year-on-year +3.70% -12.90% +26.53%

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 Cambridge with a requirement for application platform skills.

All Application Platform Skills
Cambridge
Permanent vacancies with a requirement for application platform skills 113 235 274
As % of all permanent IT jobs advertised in Cambridge 9.39% 11.60% 8.25%
Number of salaries quoted 78 165 180
Cambridge median annual salary £45,591 £45,139 £45,000
Median salary % change year-on-year +1.00% +0.31% -
10th Percentile £27,272 £27,500 £30,000
90th Percentile £71,250 £69,500 £70,125
Cambridgeshire median annual salary £42,500 £42,500 £45,000
% change year-on-year - -5.56% -

Apache Spark
Job Vacancy Trend in Cambridge

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

Job vacancy trend for Apache Spark in Cambridge

Apache Spark
Salary Trend in Cambridge

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

Salary trend for Apache Spark in Cambridge

Apache Spark
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Apache Spark in Cambridge over the 6 months to 27 February 2020.

Salary histogram for Apache Spark in Cambridge

For the 6 months to 27 February 2020, 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 Cambridge region with a requirement for Apache Spark.

1 4 (100.00%) Hadoop
1 4 (100.00%) Problem-Solving
2 3 (75.00%) PostgreSQL
2 3 (75.00%) Scrum
2 3 (75.00%) Greenfield Project
2 3 (75.00%) Data Strategy
2 3 (75.00%) Relational Database
2 3 (75.00%) Amazon Redshift
2 3 (75.00%) Technical Leadership
2 3 (75.00%) AWS
2 3 (75.00%) MySQL
2 3 (75.00%) Data Warehouse
2 3 (75.00%) Agile Software Development
2 3 (75.00%) MariaDB
3 1 (25.00%) Analytics
3 1 (25.00%) Sqoop
3 1 (25.00%) Statistics
3 1 (25.00%) Predictive Analytics
3 1 (25.00%) Mathematics
3 1 (25.00%) Applied Mathematics
3 1 (25.00%) Physics
3 1 (25.00%) Change Management
3 1 (25.00%) Financial Institution
3 1 (25.00%) Finance
3 1 (25.00%) MATLAB
3 1 (25.00%) Python
3 1 (25.00%) PhD
3 1 (25.00%) Predictive Modelling
3 1 (25.00%) MongoDB
3 1 (25.00%) Apache Cassandra

Apache Spark
Co-occurring IT Skills in Cambridge 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 3 (75.00%) AWS
Database & Business Intelligence
1 4 (100.00%) Hadoop
2 3 (75.00%) Amazon Redshift
2 3 (75.00%) Data Warehouse
2 3 (75.00%) MariaDB
2 3 (75.00%) MySQL
2 3 (75.00%) PostgreSQL
2 3 (75.00%) Relational Database
3 1 (25.00%) Apache Cassandra
3 1 (25.00%) Big Data
3 1 (25.00%) HBase
3 1 (25.00%) MongoDB
3 1 (25.00%) NoSQL
3 1 (25.00%) Sqoop
General
1 1 (25.00%) Finance
1 1 (25.00%) Financial Institution
Job Titles
1 3 (75.00%) Database Developer
1 3 (75.00%) Developer
1 3 (75.00%) Lead Developer
2 1 (25.00%) Data Scientist
2 1 (25.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 1 (25.00%) Kafka
1 1 (25.00%) Natural Language Processing
Miscellaneous
1 3 (75.00%) Greenfield Project
2 1 (25.00%) Algorithms
2 1 (25.00%) Analytical Skills
Processes & Methodologies
1 4 (100.00%) Problem-Solving
2 3 (75.00%) Agile Software Development
2 3 (75.00%) Data Strategy
2 3 (75.00%) Scrum
2 3 (75.00%) Technical Leadership
3 1 (25.00%) Analytics
3 1 (25.00%) Applied Mathematics
3 1 (25.00%) Big Data Analytics
3 1 (25.00%) Complexity Analysis
3 1 (25.00%) Convolutional Neural Network
3 1 (25.00%) Data Analytics
3 1 (25.00%) Data Ingestion
3 1 (25.00%) Linear Regression
3 1 (25.00%) Machine Learning
3 1 (25.00%) Mathematics
3 1 (25.00%) Physics
3 1 (25.00%) Predictive Analytics
3 1 (25.00%) Predictive Modelling
3 1 (25.00%) Prototyping
3 1 (25.00%) Statistics
Programming Languages
1 1 (25.00%) MATLAB
1 1 (25.00%) Python
1 1 (25.00%) R
Qualifications
1 1 (25.00%) PhD
Quality Assurance & Compliance
1 1 (25.00%) Data Quality
System Software
1 1 (25.00%) Apache Flume
Vendors
1 1 (25.00%) Hortonworks