Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for Beautiful Soup skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Beautiful Soup over the 6 months to 29 June 2022 with a comparison to the same period in the previous 2 years.

Beautiful Soup (bs4)
UK
6 months to
29 Jun 2022
Same period 2021 Same period 2020
Rank 1236 948 -
Rank change year-on-year -288 - -
Permanent jobs citing Beautiful Soup 27 5 0
As % of all permanent jobs advertised in the UK 0.015% 0.005% -
As % of the Libraries, Frameworks & Software Standards category 0.038% 0.012% -
Number of salaries quoted 13 4 0
10th Percentile £52,500 £45,375 -
25th Percentile £90,000 £45,938 -
Median annual salary (50th Percentile) £175,000 £52,500 -
Median % change year-on-year +233.33% - -
75th Percentile £187,500 £58,750 -
90th Percentile - - -
UK excluding London median annual salary £54,000 £52,500 -
% change year-on-year +2.86% - -

Beautiful Soup 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 with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 71,956 43,201 31,345
As % of all permanent IT jobs advertised in the UK 40.40% 40.74% 39.43%
Number of salaries quoted 30,244 29,700 26,075
10th Percentile £38,000 £35,000 £33,750
25th Percentile £47,500 £42,500 £42,500
Median annual salary (50th Percentile) £65,000 £57,500 £55,000
Median % change year-on-year +13.04% +4.55% +4.76%
75th Percentile £82,500 £75,000 £75,000
90th Percentile £100,000 £92,500 £90,000
UK excluding London median annual salary £55,000 £50,000 £47,500
% change year-on-year +10.00% +5.26% +5.56%

Beautiful Soup
Job Vacancy Trend

Job postings citing Beautiful Soup as a proportion of all IT jobs advertised.

Job vacancy trend for Beautiful Soup in the UK

Beautiful Soup
Salary Trend

3-month moving average salary quoted in jobs citing Beautiful Soup.

Salary trend for Beautiful Soup in the UK

Beautiful Soup
Salary Histogram

Salary distribution for jobs citing Beautiful Soup over the 6 months to 29 June 2022.

Salary histogram for Beautiful Soup in the UK

Beautiful Soup
Top 5 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Beautiful Soup within the UK over the 6 months to 29 June 2022. 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
Jobs
England -226 21 £175,000 +233.33% 2
London -224 20 £175,000 +233.33% 2
Work from Home -239 18 £175,000 +233.33% 1
UK excluding London -137 1 £54,000 +2.86%
South West - 1 £54,000 -

For the 6 months to 29 June 2022, IT jobs citing Beautiful Soup 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 with a requirement for Beautiful Soup.

1 27 (100.00%) Python
2 20 (74.07%) Selenium
3 15 (55.56%) Software Engineering
4 12 (44.44%) SQL
4 12 (44.44%) Machine Learning
5 11 (40.74%) Scrapy
6 10 (37.04%) Pandas
6 10 (37.04%) Data Science
6 10 (37.04%) Computer Science
7 9 (33.33%) Hedge funds
7 9 (33.33%) Mathematics
7 9 (33.33%) Big Data
7 9 (33.33%) Data Analytics
7 9 (33.33%) Analytics
7 9 (33.33%) Data Visualisation
7 9 (33.33%) Visualisation
7 9 (33.33%) Data Modelling
7 9 (33.33%) Backtesting
7 9 (33.33%) Social Skills
7 9 (33.33%) AngularJS
7 9 (33.33%) React
8 8 (29.63%) TensorFlow
8 8 (29.63%) Analytical Skills
8 8 (29.63%) GCP
8 8 (29.63%) Metadata
8 8 (29.63%) Plotly
8 8 (29.63%) Seaborn
8 8 (29.63%) Google
8 8 (29.63%) Statistical Analysis
8 8 (29.63%) Finance

Beautiful Soup
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 (3.70%) Apache Airflow
1 1 (3.70%) Luigi
Cloud Services
1 8 (29.63%) AWS
1 8 (29.63%) GCP
2 6 (22.22%) GitHub
Communications & Networking
1 8 (29.63%) FTP
Database & Business Intelligence
1 9 (33.33%) Big Data
2 8 (29.63%) Data Mining
2 8 (29.63%) Metadata
2 8 (29.63%) MySQL
2 8 (29.63%) NoSQL
2 8 (29.63%) PostgreSQL
3 1 (3.70%) Geospatial Data
3 1 (3.70%) Spatial Data
3 1 (3.70%) Tableau
Development Applications
1 20 (74.07%) Selenium
2 8 (29.63%) Git (software)
General
1 9 (33.33%) Social Skills
2 8 (29.63%) Analytical Skills
2 8 (29.63%) Finance
3 2 (7.41%) Publishing
Job Titles
1 9 (33.33%) Programmer
1 9 (33.33%) Python Programmer
2 8 (29.63%) Analyst
2 8 (29.63%) Data Analyst
3 7 (25.93%) Lead Programmer
4 6 (22.22%) Software Engineer
5 5 (18.52%) Data Engineer
6 4 (14.81%) Senior Analyst
6 4 (14.81%) Senior Data Analyst
7 2 (7.41%) Data Programmer
7 2 (7.41%) Python Engineer
7 2 (7.41%) Senior Data Engineer
7 2 (7.41%) Senior Programmer
7 2 (7.41%) Senior Python Programmer
8 1 (3.70%) Data Scientist
Libraries, Frameworks & Software Standards
1 11 (40.74%) Scrapy
2 10 (37.04%) Pandas
3 9 (33.33%) AngularJS
3 9 (33.33%) React
4 8 (29.63%) Matplotlib
4 8 (29.63%) NumPy
4 8 (29.63%) Plotly
4 8 (29.63%) Seaborn
4 8 (29.63%) SQLAlchemy
4 8 (29.63%) TensorFlow
5 7 (25.93%) Keras
6 6 (22.22%) Celery
6 6 (22.22%) pytest
7 2 (7.41%) JSON
8 1 (3.70%) NLTK
8 1 (3.70%) SpaCy
Miscellaneous
1 9 (33.33%) Hedge funds
2 2 (7.41%) Photography
Operating Systems
1 6 (22.22%) Android
1 6 (22.22%) Apple iOS
Processes & Methodologies
1 15 (55.56%) Software Engineering
2 12 (44.44%) Machine Learning
3 10 (37.04%) Computer Science
3 10 (37.04%) Data Science
4 9 (33.33%) Analytics
4 9 (33.33%) Backtesting
4 9 (33.33%) Data Analytics
4 9 (33.33%) Data Modelling
4 9 (33.33%) Data Visualisation
4 9 (33.33%) Mathematics
4 9 (33.33%) Visualisation
5 8 (29.63%) Data Governance
5 8 (29.63%) Natural Language Processing
5 8 (29.63%) Statistical Analysis
6 6 (22.22%) Attestation
6 6 (22.22%) Reverse Engineering
7 3 (11.11%) Data Engineering
7 3 (11.11%) Data Pipeline
8 2 (7.41%) DevOps
8 2 (7.41%) Kalman Filter
Programming Languages
1 27 (100.00%) Python
2 12 (44.44%) SQL
3 7 (25.93%) JavaScript
4 2 (7.41%) XPath
Qualifications
1 1 (3.70%) Degree
1 1 (3.70%) DV Cleared
1 1 (3.70%) SC Cleared
1 1 (3.70%) Security Cleared
System Software
1 6 (22.22%) Docker
Systems Management
1 6 (22.22%) Argo
1 6 (22.22%) Kubernetes
Vendors
1 8 (29.63%) Google