Period
to 17 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton 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 17 November 2018 with a comparison to the same period in the previous 2 years.

Apache Spark
Northamptonshire > Northampton
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 77 - 89
Rank change year-on-year - +89 +23
Permanent jobs citing Apache Spark 13 0 3
As % of all permanent IT jobs advertised in Northampton 1.57% - 0.30%
As % of the Application Platforms category 6.47% - 2.13%
Number of salaries quoted 10 0 0
Northampton median annual salary £90,000 - -
Northamptonshire median annual salary £87,500 - -

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 Northampton with a requirement for application platform skills.

All Application Platform Skills
Northampton
Permanent vacancies with a requirement for application platform skills 201 125 141
As % of all permanent IT jobs advertised in Northampton 24.33% 18.09% 13.93%
Number of salaries quoted 140 98 77
Northampton median annual salary £40,000 £40,000 £36,500
Median salary % change year-on-year - +9.59% -8.75%
10th Percentile £26,250 £26,000 £24,700
90th Percentile £61,250 £67,375 £50,500
Northamptonshire median annual salary £42,500 £42,000 £32,500
% change year-on-year +1.19% +29.23% -23.53%

Apache Spark
Job Vacancy Trend in Northampton

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

Job vacancy trend for Apache Spark in Northampton

Apache Spark
Salary Trend in Northampton

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

Salary trend for Apache Spark in Northampton

Apache Spark
Salary Histogram in Northampton

The salary distribution of IT jobs citing Apache Spark in Northampton over the 6 months to 17 November 2018.

Salary histogram for Apache Spark in Northampton

For the 6 months to 17 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 Northampton region with a requirement for Apache Spark.

1 13 (100.00%) Hadoop
2 12 (92.31%) Big Data
3 11 (84.62%) SQL
4 10 (76.92%) Python
5 9 (69.23%) Java
5 9 (69.23%) NoSQL
6 8 (61.54%) Agile Software Development
7 7 (53.85%) Data Modelling
8 6 (46.15%) Finance
8 6 (46.15%) Scala
8 6 (46.15%) Data Architecture
8 6 (46.15%) Analytical Skills
9 5 (38.46%) BigQuery
9 5 (38.46%) Google Cloud Platform
9 5 (38.46%) IBM Cloud
9 5 (38.46%) Monetization
9 5 (38.46%) Microsoft Azure
9 5 (38.46%) Amazon AWS
9 5 (38.46%) Cloudera
9 5 (38.46%) MapR
9 5 (38.46%) Master Data Management
9 5 (38.46%) Google
9 5 (38.46%) JSON
9 5 (38.46%) Use Case
9 5 (38.46%) Data Warehouse
9 5 (38.46%) XML
9 5 (38.46%) Star Schema
10 4 (30.77%) Analytics
10 4 (30.77%) Kafka
10 4 (30.77%) Apache Flume

Apache Spark
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 2 (15.38%) Elasticsearch
2 1 (7.69%) SAS
Cloud Services
1 5 (38.46%) Amazon AWS
1 5 (38.46%) Google Cloud Platform
1 5 (38.46%) IBM Cloud
1 5 (38.46%) Microsoft Azure
Communications & Networking
1 2 (15.38%) Kerberos
Database & Business Intelligence
1 13 (100.00%) Hadoop
2 12 (92.31%) Big Data
3 9 (69.23%) NoSQL
4 5 (38.46%) BigQuery
4 5 (38.46%) Data Warehouse
4 5 (38.46%) Star Schema
5 4 (30.77%) Apache Hive
6 3 (23.08%) HBase
6 3 (23.08%) Impala
7 2 (15.38%) Relational Database
7 2 (15.38%) Sqoop
8 1 (7.69%) Data Lake
8 1 (7.69%) Data Mining
8 1 (7.69%) Text Mining
Development Applications
1 1 (7.69%) Git (software)
General
1 6 (46.15%) Finance
2 1 (7.69%) Banking
Job Titles
1 5 (38.46%) Architect
1 5 (38.46%) Data Architect
1 5 (38.46%) Senior Architect
1 5 (38.46%) Senior Data Architect
2 3 (23.08%) Developer
3 2 (15.38%) Big Data Developer
3 2 (15.38%) Data Engineer
4 1 (7.69%) Big Data Engineer
4 1 (7.69%) Data Manager
4 1 (7.69%) Data Science Manager
4 1 (7.69%) Data Scientist
4 1 (7.69%) Java Engineer
Libraries, Frameworks & Software Standards
1 5 (38.46%) JSON
1 5 (38.46%) XML
2 4 (30.77%) Kafka
3 3 (23.08%) NumPy
3 3 (23.08%) Pandas
4 2 (15.38%) Elastic Stack
4 2 (15.38%) HTML5 Canvas
4 2 (15.38%) Natural Language Processing
4 2 (15.38%) PySpark
4 2 (15.38%) Spark Streaming
5 1 (7.69%) MLlib
5 1 (7.69%) scikit-learn
5 1 (7.69%) SciPy
Miscellaneous
1 6 (46.15%) Analytical Skills
2 2 (15.38%) Algorithms
2 2 (15.38%) Computer Science
2 2 (15.38%) User Experience
3 1 (7.69%) Enterprise Software
Operating Systems
1 2 (15.38%) Unix
Processes & Methodologies
1 8 (61.54%) Agile Software Development
2 7 (53.85%) Data Modelling
3 6 (46.15%) Data Architecture
4 5 (38.46%) Master Data Management
4 5 (38.46%) Monetization
4 5 (38.46%) Use Case
5 4 (30.77%) Analytics
5 4 (30.77%) Machine Learning
6 3 (23.08%) Business Intelligence
6 3 (23.08%) Data Engineering
6 3 (23.08%) Data Science
6 3 (23.08%) Risk Management
6 3 (23.08%) Visualisation
7 2 (15.38%) Data Analysis
7 2 (15.38%) Data Security
7 2 (15.38%) Data Visualisation
7 2 (15.38%) MapReduce
7 2 (15.38%) Migration
7 2 (15.38%) Product Management
7 2 (15.38%) Statistics
Programming Languages
1 11 (84.62%) SQL
2 10 (76.92%) Python
3 9 (69.23%) Java
4 6 (46.15%) Scala
5 2 (15.38%) JavaScript
5 2 (15.38%) R
5 2 (15.38%) Ruby
Qualifications
1 2 (15.38%) Degree
System Software
1 4 (30.77%) Apache Flume
2 2 (15.38%) Apache ZooKeeper
Systems Management
1 3 (23.08%) Hadoop YARN
2 2 (15.38%) Kibana
2 2 (15.38%) logstash
2 2 (15.38%) Oozie
Vendors
1 5 (38.46%) Cloudera
1 5 (38.46%) Google
1 5 (38.46%) MapR
2 1 (7.69%) Splunk