Period
to 17 July 2019

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 17 July 2019 with a comparison to the same period in the previous 2 years.

Pandas
England > North West
6 months to
17 Jul 2019
Same period 2018 Same period 2017
Rank 325 350 -
Rank change year-on-year +25 - -
Permanent jobs citing Pandas 9 9 0
As % of all permanent IT jobs advertised in the North West 0.086% 0.072% -
As % of the Libraries, Frameworks & Software Standards category 0.22% 0.17% -
Number of salaries quoted 11 8 0
North West median annual salary £57,454 £60,000 -
Median salary % change year-on-year -4.24% - -
England median annual salary £68,300 £70,000 £72,500
% change year-on-year -2.43% -3.45% +7.41%

Pandas 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 the North West with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
North West
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,120 5,232 5,837
As % of all permanent IT jobs advertised in the North West 39.20% 41.67% 44.37%
Number of salaries quoted 3,132 4,413 4,924
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £28,750 £27,500 £27,325
90th Percentile £67,725 £65,000 £60,000
England median annual salary £54,559 £50,000 £47,500
% change year-on-year +9.12% +5.26% -

Pandas
Job Vacancy Trend in the North West

Job postings citing Pandas as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Pandas in the North West

Pandas
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Pandas in the North West.

Salary trend for Pandas in the North West

Pandas
Salary Histogram in the North West

The salary distribution of IT jobs citing Pandas in the North West over the 6 months to 17 July 2019.

Salary histogram for Pandas in the North West

Pandas
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the North West region over the 6 months to 17 July 2019. 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
Manchester +13 7 £57,454 +27.67% 1
Merseyside - 2 £61,250 -
Pandas
England

For the 6 months to 17 July 2019, IT jobs citing Pandas 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 North West region with a requirement for Pandas.

1 9 (100.00%) Python
1 9 (100.00%) NumPy
2 7 (77.78%) Matplotlib
3 6 (66.67%) Analytics
3 6 (66.67%) Machine Learning
3 6 (66.67%) Algorithms
3 6 (66.67%) scikit-learn
3 6 (66.67%) Data Science
3 6 (66.67%) Visualisation
3 6 (66.67%) Artificial Intelligence
4 5 (55.56%) Data Modelling
4 5 (55.56%) Apache Cassandra
4 5 (55.56%) NoSQL
4 5 (55.56%) Banking
4 5 (55.56%) Retail
4 5 (55.56%) Robotics
4 5 (55.56%) Fintech
4 5 (55.56%) Systems Engineering
4 5 (55.56%) Digital Banking
4 5 (55.56%) Robotic Process Automation
4 5 (55.56%) Patch Management
4 5 (55.56%) Data Engineering
4 5 (55.56%) Data Munging
4 5 (55.56%) Splunk
5 3 (33.33%) SciPy
6 2 (22.22%) SQL
6 2 (22.22%) Django
6 2 (22.22%) Flask
7 1 (11.11%) Power Platform
7 1 (11.11%) Decision Tree

Pandas
Co-occurring IT Skills in the North West 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 (11.11%) Apache Spark
Cloud Services
1 1 (11.11%) Power Platform
Database & Business Intelligence
1 5 (55.56%) Apache Cassandra
1 5 (55.56%) NoSQL
2 1 (11.11%) Big Data
2 1 (11.11%) Data Mining
2 1 (11.11%) Hadoop
2 1 (11.11%) PostgreSQL
2 1 (11.11%) Power BI
2 1 (11.11%) RDBMS
2 1 (11.11%) Relational Database
2 1 (11.11%) SQL Server
Development Applications
1 1 (11.11%) Git (software)
General
1 5 (55.56%) Banking
1 5 (55.56%) Retail
2 1 (11.11%) Finance
Job Titles
1 6 (66.67%) Data Scientist
2 3 (33.33%) Developer
2 3 (33.33%) Python Developer
3 1 (11.11%) Junior
3 1 (11.11%) Junior Developer
3 1 (11.11%) Junior Python Developer
3 1 (11.11%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 9 (100.00%) NumPy
2 7 (77.78%) Matplotlib
3 6 (66.67%) scikit-learn
4 3 (33.33%) SciPy
5 2 (22.22%) Django
5 2 (22.22%) Flask
6 1 (11.11%) Natural Language Processing
6 1 (11.11%) REST
6 1 (11.11%) SQLAlchemy
Miscellaneous
1 6 (66.67%) Algorithms
2 5 (55.56%) Robotics
3 1 (11.11%) Analytical Skills
Processes & Methodologies
1 6 (66.67%) Analytics
1 6 (66.67%) Artificial Intelligence
1 6 (66.67%) Data Science
1 6 (66.67%) Machine Learning
1 6 (66.67%) Visualisation
2 5 (55.56%) Data Engineering
2 5 (55.56%) Data Modelling
2 5 (55.56%) Data Munging
2 5 (55.56%) Digital Banking
2 5 (55.56%) Fintech
2 5 (55.56%) Patch Management
2 5 (55.56%) Robotic Process Automation
2 5 (55.56%) Systems Engineering
3 1 (11.11%) Agile Software Development
3 1 (11.11%) Computer Science
3 1 (11.11%) Predictive Modelling
3 1 (11.11%) Scrum
3 1 (11.11%) TDD
3 1 (11.11%) Unit Testing
3 1 (11.11%) Web Development
Programming Languages
1 9 (100.00%) Python
2 2 (22.22%) SQL
3 1 (11.11%) C#
Qualifications
1 1 (11.11%) Degree
System Software
1 1 (11.11%) Docker
Systems Management
1 1 (11.11%) Kubernetes
Vendors
1 5 (55.56%) Splunk
2 1 (11.11%) Tableau