Period
to 12 July 2020

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for SQLAlchemy skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited SQLAlchemy over the 6 months to 12 July 2020 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

SQLAlchemy
UK > England
6 months to
12 Jul 2020
Same period 2019 Same period 2018
Rank 550 821 826
Rank change year-on-year +271 +5 -24
Contract jobs citing SQLAlchemy 22 21 34
As % of all contract jobs advertised in England 0.060% 0.024% 0.036%
As % of the Libraries, Frameworks & Software Standards category 0.19% 0.075% 0.10%
Number of daily rates quoted 16 17 24
Median daily rate £550 £600 £675
Median daily rate % change year-on-year -8.33% -11.11% +50.00%
10th Percentile £369 £475 £540
90th Percentile £725 £725 £759
UK median daily rate £510 £600 £675
% change year-on-year -15.00% -11.11% +50.00%
Number of hourly rates quoted 0 0 0
Median hourly rate - - -
UK median hourly rate - - -

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

All Software Libraries and Frameworks
England
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 11,423 27,891 32,456
As % of all contract IT jobs advertised in England 31.26% 32.52% 34.26%
Number of daily rates quoted 7,807 19,696 23,005
Median daily rate £500 £500 £475
Median daily rate % change year-on-year - +5.26% +5.56%
10th Percentile £335 £345 £319
90th Percentile £675 £650 £631
UK median daily rate £500 £490 £473
% change year-on-year +2.04% +3.70% +5.00%
Number of hourly rates quoted 166 286 361
Median hourly rate £35.00 £44.00 £41.61
Median hourly rate % change year-on-year -20.45% +5.74% +1.49%
10th Percentile £23.00 £18.50 £15.24
90th Percentile £63.38 £60.00 £57.50
Median hourly rate £35.00 £42.50 £41.41
% change year-on-year -17.65% +2.63% +3.53%

SQLAlchemy
Job Vacancy Trend in England

Job postings citing SQLAlchemy as a proportion of all IT jobs advertised in England.

Job vacancy trend for SQLAlchemy in England

SQLAlchemy
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing SQLAlchemy in England.

Daily rate trend for SQLAlchemy in England

SQLAlchemy
Daily Rate Histogram in England

Daily rate distribution for jobs citing SQLAlchemy in England over the 6 months to 12 July 2020.

Daily rate histogram for SQLAlchemy in England

SQLAlchemy
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing SQLAlchemy within the England region over the 6 months to 12 July 2020. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +200 17 £600 - 6
South West - 3 £275 -
West Midlands - 1 - - 1
East of England - 1 £500 -
Midlands - 1 - - 1
SQLAlchemy
UK

For the 6 months to 12 July 2020, IT contractor jobs citing SQLAlchemy also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the England region with a requirement for SQLAlchemy.

1 22 (100.00%) Python
2 15 (68.18%) Flask
3 12 (54.55%) JavaScript
3 12 (54.55%) SQL
4 11 (50.00%) PostgreSQL
4 11 (50.00%) Agile Software Development
5 10 (45.45%) Git (software)
6 9 (40.91%) TDD
7 8 (36.36%) Data Science
8 7 (31.82%) Terraform
8 7 (31.82%) SOLID
8 7 (31.82%) Docker
8 7 (31.82%) Pandas
8 7 (31.82%) Pair Programming
9 6 (27.27%) Web Services
9 6 (27.27%) Data Engineering
9 6 (27.27%) Front End Development
10 5 (22.73%) scikit-learn
10 5 (22.73%) Continuous Deployment
10 5 (22.73%) DevOps
10 5 (22.73%) Jenkins
10 5 (22.73%) NumPy
10 5 (22.73%) Scrum-ban
10 5 (22.73%) Continuous Improvement
10 5 (22.73%) Redis
10 5 (22.73%) Node.js
10 5 (22.73%) CSS
10 5 (22.73%) Linux
10 5 (22.73%) Continuous Integration
10 5 (22.73%) Django

SQLAlchemy
Co-occurring IT Skills in England 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 (9.09%) Apache Spark
2 1 (4.55%) Elasticsearch
2 1 (4.55%) Luigi
2 1 (4.55%) Tornado
Applications
1 1 (4.55%) Photoshop
Cloud Services
1 4 (18.18%) Amazon S3
1 4 (18.18%) AWS
1 4 (18.18%) Azure
1 4 (18.18%) CloudFront
1 4 (18.18%) Heroku
2 3 (13.64%) GitHub
3 1 (4.55%) GCP
3 1 (4.55%) Kong
3 1 (4.55%) SaaS
Communications & Networking
1 1 (4.55%) HTTP
Database & Business Intelligence
1 11 (50.00%) PostgreSQL
2 5 (22.73%) Redis
3 4 (18.18%) MySQL
3 4 (18.18%) NoSQL
3 4 (18.18%) Parquet
3 4 (18.18%) Relational Database
4 3 (13.64%) MongoDB
4 3 (13.64%) SQL Server
4 3 (13.64%) SQL Server 2014
5 2 (9.09%) SQLite
6 1 (4.55%) Blockchain
6 1 (4.55%) Geospatial Data
6 1 (4.55%) Hadoop
6 1 (4.55%) Pentaho
6 1 (4.55%) QGIS
Development Applications
1 10 (45.45%) Git (software)
2 5 (22.73%) Jenkins
3 4 (18.18%) gulp
3 4 (18.18%) Selenium
4 1 (4.55%) JIRA
General
1 4 (18.18%) Front Office
2 3 (13.64%) Finance
2 3 (13.64%) Retail
3 1 (4.55%) Banking
3 1 (4.55%) Investment Banking
Job Titles
1 21 (95.45%) Developer
2 15 (68.18%) Python Developer
3 6 (27.27%) Senior Developer
4 4 (18.18%) Backend Developer
4 4 (18.18%) Senior Python Developer
5 3 (13.64%) DevOps Developer
5 3 (13.64%) Front End Developer (Client-Side Developer)
5 3 (13.64%) Senior DevOps
6 2 (9.09%) Senior Backend Developer
7 1 (4.55%) Data Scientist
7 1 (4.55%) Geospatial Developer
7 1 (4.55%) Lead Developer
7 1 (4.55%) Lead DevOps
7 1 (4.55%) React Developer
7 1 (4.55%) Senior Front-End Developer
7 1 (4.55%) Senior React Developer
7 1 (4.55%) Senior SQL Developer
7 1 (4.55%) SQL Developer
Libraries, Frameworks & Software Standards
1 15 (68.18%) Flask
2 7 (31.82%) Pandas
3 6 (27.27%) Web Services
4 5 (22.73%) CSS
4 5 (22.73%) Django
4 5 (22.73%) Node.js
4 5 (22.73%) NumPy
4 5 (22.73%) scikit-learn
5 4 (18.18%) Kafka
6 3 (13.64%) PyQt
7 2 (9.09%) Celery
7 2 (9.09%) jQuery
7 2 (9.09%) React
7 2 (9.09%) RESTful
8 1 (4.55%) AngularJS
8 1 (4.55%) CSS3
8 1 (4.55%) HTML
8 1 (4.55%) HTML5
8 1 (4.55%) PySpark
8 1 (4.55%) Twitter Bootstrap
Miscellaneous
1 4 (18.18%) Linux Command Line
2 3 (13.64%) Derivative
2 3 (13.64%) Foreign Exchange (FX)
2 3 (13.64%) Hedge funds
3 1 (4.55%) Analytical Skills
Operating Systems
1 5 (22.73%) Linux
2 4 (18.18%) Unix
3 1 (4.55%) Ubuntu
Processes & Methodologies
1 11 (50.00%) Agile Software Development
2 9 (40.91%) TDD
3 8 (36.36%) Data Science
4 7 (31.82%) Pair Programming
4 7 (31.82%) SOLID
5 6 (27.27%) Data Engineering
5 6 (27.27%) Front End Development
6 5 (22.73%) Continuous Deployment
6 5 (22.73%) Continuous Improvement
6 5 (22.73%) Continuous Integration
6 5 (22.73%) DevOps
6 5 (22.73%) Scrum-ban
7 4 (18.18%) Don't repeat yourself (DRY)
7 4 (18.18%) Infrastructure as Code
7 4 (18.18%) Mathematics
8 3 (13.64%) Continuous Delivery
8 3 (13.64%) Data Security
8 3 (13.64%) Refactoring
8 3 (13.64%) Risk Management
8 3 (13.64%) Workflow
Programming Languages
1 22 (100.00%) Python
2 12 (54.55%) JavaScript
2 12 (54.55%) SQL
3 1 (4.55%) R
Qualifications
1 4 (18.18%) CTC Cleared
1 4 (18.18%) DV Cleared
1 4 (18.18%) SC Cleared
1 4 (18.18%) Security Cleared
2 3 (13.64%) Degree
3 1 (4.55%) PhD
System Software
1 7 (31.82%) Docker
Systems Management
1 7 (31.82%) Terraform
2 3 (13.64%) Kubernetes
Vendors
1 2 (9.09%) Google
2 1 (4.55%) Adobe