Period
to 18 November 2017

The following table provides summary statistics for contract job vacancies 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 18 November 2017 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
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 861 866 902
Rank change year-on-year +5 +36 -21
Contract jobs citing SQLAlchemy 28 20 2
As % of all contract IT jobs advertised in the UK 0.027% 0.019% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.086% 0.062% 0.006%
Number of daily rates quoted 16 14 1
UK median daily rate £650 £423 £350
Median daily rate % change year-on-year +53.85% +20.71% -
10th Percentile £431 £366 £325
90th Percentile £688 £446 £375
UK excluding London median daily rate £425 - £350
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London 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 with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 32706 32101 32482
As % of all contract IT jobs advertised in the UK 32.04% 30.38% 28.27%
Number of daily rates quoted 23099 22264 22271
UK median daily rate £450 £425 £410
Median daily rate % change year-on-year +5.88% +3.66% +2.50%
10th Percentile £313 £300 £275
90th Percentile £625 £588 £588
UK excluding London median daily rate £400 £388 £375
% change year-on-year +3.23% +3.33% +7.14%
Number of hourly rates quoted 373 368 548
UK median hourly rate £40.00 £37.50 £37.50
Median hourly rate % change year-on-year +6.67% - +7.14%
10th Percentile £18.10 £14.09 £15.03
90th Percentile £52.50 £50.60 £55.00
UK excluding London median hourly rate £41.00 £37.00 £37.50
% change year-on-year +10.81% -1.33% +10.29%

SQLAlchemy
Job Vacancy Trend

Job postings citing SQLAlchemy as a percentage of all IT jobs advertised.

Job vacancy trend for SQLAlchemy in the UK

SQLAlchemy
Contractor Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing SQLAlchemy.

Contractor daily rate trend for SQLAlchemy in the UK

SQLAlchemy
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing SQLAlchemy over the 6 months to 18 November 2017.

Contractor daily rate histogram for SQLAlchemy in the UK

SQLAlchemy
Top 7 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing SQLAlchemy within the UK over the 6 months to 18 November 2017. 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
England +50 28 £650 +53.85% 8
London -5 17 £650 +53.85% 6
UK excluding London +40 11 £425 - 2
South West - 8 £425 -
East of England -20 2 - -
Midlands +25 1 - -
East Midlands +5 1 - -

For the 6 months to 18 November 2017, IT contractor jobs citing SQLAlchemy also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all contract ads with a requirement for SQLAlchemy.

1 28 (100.00%) Python
2 21 (75.00%) SQL
3 18 (64.29%) Pandas
4 17 (60.71%) Continuous Integration
5 15 (53.57%) Microsoft
6 14 (50.00%) Team Foundation Server
6 14 (50.00%) SciPy
6 14 (50.00%) NumPy
7 13 (46.43%) TDD
7 13 (46.43%) SDLC
8 11 (39.29%) GitHub
9 10 (35.71%) SQL Server
9 10 (35.71%) Visualisation
10 9 (32.14%) Derivative
10 9 (32.14%) Data Modelling
11 8 (28.57%) Finance
11 8 (28.57%) PostgreSQL
11 8 (28.57%) Financial Institution
11 8 (28.57%) REST
12 7 (25.00%) Agile Software Development
12 7 (25.00%) Docker
13 6 (21.43%) Flask
13 6 (21.43%) Linux
14 5 (17.86%) JavaScript
14 5 (17.86%) Front Office
14 5 (17.86%) Degree
14 5 (17.86%) Computer Science
14 5 (17.86%) Git (software)
15 4 (14.29%) Django
15 4 (14.29%) JSON

SQLAlchemy
Co-occurring IT Skills 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 1 (3.57%) Gunicorn
1 1 (3.57%) Tornado
Cloud Services
1 11 (39.29%) GitHub
2 2 (7.14%) Amazon AWS
2 2 (7.14%) SaaS
3 1 (3.57%) Microsoft Azure
Communications & Networking
1 3 (10.71%) Skype
2 1 (3.57%) HTTP
2 1 (3.57%) Internet
2 1 (3.57%) SSL
2 1 (3.57%) TCP/IP
2 1 (3.57%) X.509
Database & Business Intelligence
1 10 (35.71%) SQL Server
2 8 (28.57%) PostgreSQL
3 2 (7.14%) MySQL
4 1 (3.57%) Amazon DynamoDB
4 1 (3.57%) MongoDB
4 1 (3.57%) Relational Database
4 1 (3.57%) VoltDB
Development Applications
1 14 (50.00%) Team Foundation Server
2 5 (17.86%) Git (software)
3 4 (14.29%) Jenkins
4 3 (10.71%) Vagrant
5 1 (3.57%) Bitbucket
5 1 (3.57%) git-flow
General
1 8 (28.57%) Finance
1 8 (28.57%) Financial Institution
2 5 (17.86%) Front Office
3 4 (14.29%) Law
4 1 (3.57%) Telecoms
Job Titles
1 27 (96.43%) Developer
2 25 (89.29%) Python Developer
3 3 (10.71%) SQL Developer
4 2 (7.14%) Software Developer
5 1 (3.57%) Applications Developer
5 1 (3.57%) AWS Developer
5 1 (3.57%) Django Developer
5 1 (3.57%) Linux Developer
5 1 (3.57%) Python Web Developer
5 1 (3.57%) Python/Django Developer
5 1 (3.57%) Senior Developer
5 1 (3.57%) Senior Software Developer
5 1 (3.57%) Web Applications Developer
5 1 (3.57%) Web Developer
Libraries, Frameworks & Software Standards
1 18 (64.29%) Pandas
2 14 (50.00%) NumPy
2 14 (50.00%) SciPy
3 8 (28.57%) REST
4 6 (21.43%) Flask
5 4 (14.29%) Django
5 4 (14.29%) JSON
5 4 (14.29%) RabbitMQ
6 3 (10.71%) CSS
6 3 (10.71%) HTML
7 2 (7.14%) .NET
7 2 (7.14%) pytest
7 2 (7.14%) Web Services
8 1 (3.57%) Ember.js
8 1 (3.57%) gevent
8 1 (3.57%) Jinja
8 1 (3.57%) Protocol Buffers
8 1 (3.57%) WebSockets
8 1 (3.57%) WSGI
8 1 (3.57%) YAML
Miscellaneous
1 9 (32.14%) Derivative
2 5 (17.86%) Computer Science
3 4 (14.29%) Algorithms
3 4 (14.29%) Data Structures
4 3 (10.71%) Analytical Skills
5 1 (3.57%) Fintech
5 1 (3.57%) Internet of Things
5 1 (3.57%) OTC Derivatives
5 1 (3.57%) Smart City
5 1 (3.57%) Social Media
Operating Systems
1 6 (21.43%) Linux
2 3 (10.71%) Mac OS
2 3 (10.71%) Unix
3 1 (3.57%) Ubuntu
Processes & Methodologies
1 17 (60.71%) Continuous Integration
2 13 (46.43%) SDLC
2 13 (46.43%) TDD
3 10 (35.71%) Visualisation
4 9 (32.14%) Data Modelling
5 7 (25.00%) Agile Software Development
6 4 (14.29%) Data Engineering
7 3 (10.71%) DevOps
7 3 (10.71%) Front End Development
7 3 (10.71%) Open Source
7 3 (10.71%) OWASP
7 3 (10.71%) Test Automation
7 3 (10.71%) Web Development
8 2 (7.14%) Software Engineering
9 1 (3.57%) MVC
9 1 (3.57%) Pair Programming
9 1 (3.57%) Performance Optimisation
9 1 (3.57%) Service Delivery
9 1 (3.57%) Translating Business Requirements
9 1 (3.57%) Virtual Environments
Programming Languages
1 28 (100.00%) Python
2 21 (75.00%) SQL
3 5 (17.86%) JavaScript
4 1 (3.57%) C
Qualifications
1 5 (17.86%) Degree
2 4 (14.29%) Computer Science Degree
3 1 (3.57%) BPSS Clearance
3 1 (3.57%) Security Cleared
Quality Assurance & Compliance
1 1 (3.57%) Disclosure Scotland
1 1 (3.57%) QA
System Software
1 7 (25.00%) Docker
2 3 (10.71%) VirtualBox
Vendors
1 15 (53.57%) Microsoft