Period
to 20 September 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for PySpark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited PySpark over the 6 months to 20 September 2021 with a comparison to the same period in the previous 2 years.

PySpark - Spark Python API
England > Yorkshire
6 months to
20 Sep 2021
Same period 2020 Same period 2019
Rank 238 154 309
Rank change year-on-year -84 +155 -10
Permanent jobs citing PySpark 22 1 2
As % of all permanent jobs advertised in Yorkshire 0.34% 0.039% 0.027%
As % of the Libraries, Frameworks & Software Standards category 1.00% 0.087% 0.082%
Number of salaries quoted 12 0 0
Median annual salary (50th Percentile) £65,000 - -
England median annual salary £70,000 £66,250 £70,000
% change year-on-year +5.66% -5.36% -6.67%

PySpark is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Yorkshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,191 1,152 2,434
As % of all permanent IT jobs advertised in Yorkshire 34.28% 44.44% 32.59%
Number of salaries quoted 1,676 1,055 2,119
10th Percentile £32,125 £32,500 £27,500
25th Percentile £38,750 £37,500 £35,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +2.27%
75th Percentile £63,750 £57,500 £55,000
90th Percentile £75,000 £65,000 £64,750
England median annual salary £60,000 £58,000 £55,000
% change year-on-year +3.45% +5.45% +6.80%

PySpark
Job Vacancy Trend in Yorkshire

Job postings citing PySpark as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for PySpark in Yorkshire

PySpark
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing PySpark in Yorkshire.

Salary trend for PySpark in Yorkshire

PySpark
Salary Histogram in Yorkshire

Salary distribution for jobs citing PySpark in Yorkshire over the 6 months to 20 September 2021.

Salary histogram for PySpark in Yorkshire

PySpark
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PySpark within the Yorkshire region over the 6 months to 20 September 2021. 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
West Yorkshire -65 22 £65,000 - 4
PySpark
England

For the 6 months to 20 September 2021, IT jobs citing PySpark 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 Yorkshire region with a requirement for PySpark.

1 21 (95.45%) Python
2 18 (81.82%) Data Lake
3 16 (72.73%) SQL
3 16 (72.73%) Azure
4 15 (68.18%) Data Warehouse
4 15 (68.18%) Databricks
5 13 (59.09%) Azure Data Factory
6 12 (54.55%) Business Intelligence
6 12 (54.55%) Agile Software Development
6 12 (54.55%) Visualisation
7 11 (50.00%) SQL Server Integration Services
7 11 (50.00%) Relational Database
7 11 (50.00%) Spark SQL
7 11 (50.00%) Azure Synapse Analytics
8 10 (45.45%) Migration
8 10 (45.45%) SQL Server
8 10 (45.45%) T-SQL
8 10 (45.45%) SQL Server Analysis Services
9 9 (40.91%) Scala
9 9 (40.91%) Data Modelling
9 9 (40.91%) Power Platform
9 9 (40.91%) Power BI
10 8 (36.36%) Apache Spark
10 8 (36.36%) ETL
10 8 (36.36%) Data Migration
11 7 (31.82%) Data Integration
11 7 (31.82%) Data Architecture
11 7 (31.82%) DevOps
11 7 (31.82%) Serverless
12 6 (27.27%) Data Engineering

PySpark
Co-occurring IT Skills in Yorkshire 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 8 (36.36%) Apache Spark
2 2 (9.09%) Apache
2 2 (9.09%) Apache Synapse
Cloud Services
1 16 (72.73%) Azure
2 13 (59.09%) Azure Data Factory
3 11 (50.00%) Azure Synapse Analytics
4 9 (40.91%) Power Platform
5 7 (31.82%) Serverless
6 6 (27.27%) AWS
7 5 (22.73%) AWS Lambda
8 4 (18.18%) GCP
9 2 (9.09%) AWS Step Functions
9 2 (9.09%) Azure Functions
Database & Business Intelligence
1 18 (81.82%) Data Lake
2 15 (68.18%) Data Warehouse
3 11 (50.00%) Relational Database
3 11 (50.00%) Spark SQL
3 11 (50.00%) SQL Server Integration Services
4 10 (45.45%) SQL Server
4 10 (45.45%) SQL Server Analysis Services
5 9 (40.91%) Power BI
6 5 (22.73%) Amazon Athena
6 5 (22.73%) Amazon QuickSight
6 5 (22.73%) Amazon Redshift
6 5 (22.73%) Azure SQL Data Warehouse
6 5 (22.73%) Azure SQL Database
6 5 (22.73%) Big Data
6 5 (22.73%) SQL Server Reporting Services
7 4 (18.18%) Essbase
7 4 (18.18%) OLAP
7 4 (18.18%) OLTP
7 4 (18.18%) RDBMS
8 3 (13.64%) NoSQL
General
1 5 (22.73%) Social Skills
2 2 (9.09%) Analytical Skills
2 2 (9.09%) Marketing
2 2 (9.09%) Presentation Skills
3 1 (4.55%) Retail
Job Titles
1 12 (54.55%) Data Engineer
2 7 (31.82%) Architect
3 6 (27.27%) Azure Architect
3 6 (27.27%) Senior Data Engineer
4 5 (22.73%) Cloud Engineer
4 5 (22.73%) Solutions Architect
5 4 (18.18%) AWS Engineer
6 3 (13.64%) Data Architect
6 3 (13.64%) Senior Cloud Engineer
7 2 (9.09%) Data Migration Engineer
7 2 (9.09%) Data Migration Lead
7 2 (9.09%) Data Scientist
7 2 (9.09%) Migration Engineer
7 2 (9.09%) Senior Data Scientist
8 1 (4.55%) Azure Engineer
8 1 (4.55%) Cloud Architect
8 1 (4.55%) Hadoop Engineer
8 1 (4.55%) Python Engineer
8 1 (4.55%) Senior Cloud Architect
8 1 (4.55%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 6 (27.27%) NumPy
2 3 (13.64%) Pandas
3 2 (9.09%) Kafka
Miscellaneous
1 2 (9.09%) Greenfield Project
2 1 (4.55%) Data Structures
Operating Systems
1 1 (4.55%) Unix
Processes & Methodologies
1 12 (54.55%) Agile Software Development
1 12 (54.55%) Business Intelligence
1 12 (54.55%) Visualisation
2 10 (45.45%) Migration
3 9 (40.91%) Data Modelling
4 8 (36.36%) Data Migration
4 8 (36.36%) ETL
5 7 (31.82%) Data Architecture
5 7 (31.82%) Data Integration
5 7 (31.82%) DevOps
6 6 (27.27%) Data Engineering
7 5 (22.73%) Analytics
7 5 (22.73%) Data Governance
7 5 (22.73%) Data Management
7 5 (22.73%) Data Pipeline
7 5 (22.73%) Data Strategy
7 5 (22.73%) Dimensional Modelling
7 5 (22.73%) Kimball Methodology
8 4 (18.18%) Customer Insight
9 3 (13.64%) Event-Driven Architecture
Programming Languages
1 21 (95.45%) Python
2 16 (72.73%) SQL
3 10 (45.45%) T-SQL
4 9 (40.91%) Scala
5 2 (9.09%) C#
5 2 (9.09%) PL/SQL
6 1 (4.55%) MATLAB
Quality Assurance & Compliance
1 3 (13.64%) GDPR
2 2 (9.09%) Data Quality
2 2 (9.09%) QA
System Software
1 2 (9.09%) Docker
1 2 (9.09%) HDFS
Systems Management
1 2 (9.09%) Kubernetes
2 1 (4.55%) Hadoop YARN
Vendors
1 15 (68.18%) Databricks
2 4 (18.18%) Alteryx
3 3 (13.64%) Microsoft