Period
to 15 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Pandas
South East > Oxfordshire
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 154 158 -
Rank change year-on-year +4 - +180
Permanent jobs citing Pandas 4 15 0
As % of all permanent IT jobs advertised in Oxfordshire 0.16% 0.48% -
As % of the Libraries, Frameworks & Software Standards category 0.35% 0.99% -
Number of salaries quoted 2 15 0
Oxfordshire median annual salary £73,750 £45,000 -
Median salary % change year-on-year +63.89% - -
South East median annual salary £50,000 £45,000 £25,000
% change year-on-year +11.11% +80.00% -65.52%

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

All Software Libraries and Frameworks
Oxfordshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,158 1,516 1,302
As % of all permanent IT jobs advertised in Oxfordshire 47.11% 48.61% 46.15%
Number of salaries quoted 1,013 1,325 1,106
Oxfordshire median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - -
10th Percentile £32,500 £31,000 £30,000
90th Percentile £70,000 £72,500 £63,750
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +2.27%

Pandas
Job Vacancy Trend in Oxfordshire

Job postings citing Pandas as a percentage of all IT jobs advertised in Oxfordshire.

Job vacancy trend for Pandas in Oxfordshire

Pandas
Salary Trend in Oxfordshire

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

Salary trend for Pandas in Oxfordshire

Pandas
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Pandas in Oxfordshire over the 6 months to 15 December 2018.

Salary histogram for Pandas in Oxfordshire

Pandas
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the Oxfordshire region over the 6 months to 15 December 2018. 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
Oxford +6 2 - - 2
Abingdon - 1 £57,500 -
Pandas
South East

For the 6 months to 15 December 2018, 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 Oxfordshire region with a requirement for Pandas.

1 4 (100.00%) Python
1 4 (100.00%) NumPy
2 3 (75.00%) Agile Software Development
2 3 (75.00%) SciPy
3 2 (50.00%) C++
3 2 (50.00%) SQL
3 2 (50.00%) Data Warehouse
3 2 (50.00%) ETL
3 2 (50.00%) PostgreSQL
3 2 (50.00%) Boost C++ Libraries
3 2 (50.00%) Software Engineering
3 2 (50.00%) CMake
3 2 (50.00%) BigQuery
3 2 (50.00%) Kubernetes
3 2 (50.00%) Amazon Redshift
3 2 (50.00%) Apache Airflow
4 1 (25.00%) Linux Command Line
4 1 (25.00%) Computer Science Degree
4 1 (25.00%) Data Science
4 1 (25.00%) SpaCy
4 1 (25.00%) Keras
4 1 (25.00%) Information Retrieval
4 1 (25.00%) SonarQube
4 1 (25.00%) scikit-learn
4 1 (25.00%) API Design
4 1 (25.00%) Data Engineering
4 1 (25.00%) TensorFlow
4 1 (25.00%) Deep Learning
4 1 (25.00%) OpenNLP
4 1 (25.00%) Degree

Pandas
Co-occurring IT Skills in Oxfordshire 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 (50.00%) Apache Airflow
Database & Business Intelligence
1 2 (50.00%) Amazon Redshift
1 2 (50.00%) BigQuery
1 2 (50.00%) Data Warehouse
1 2 (50.00%) PostgreSQL
2 1 (25.00%) Text Mining
Development Applications
1 2 (50.00%) CMake
2 1 (25.00%) SonarQube
General
1 1 (25.00%) Publishing
Job Titles
1 2 (50.00%) Data Engineer
2 1 (25.00%) Data Scientist
2 1 (25.00%) Developer
2 1 (25.00%) Python Developer
Libraries, Frameworks & Software Standards
1 4 (100.00%) NumPy
2 3 (75.00%) SciPy
3 2 (50.00%) Boost C++ Libraries
4 1 (25.00%) Keras
4 1 (25.00%) Natural Language Processing
4 1 (25.00%) OpenNLP
4 1 (25.00%) scikit-learn
4 1 (25.00%) SpaCy
4 1 (25.00%) TensorFlow
Miscellaneous
1 1 (25.00%) Linux Command Line
Operating Systems
1 1 (25.00%) Linux
Processes & Methodologies
1 3 (75.00%) Agile Software Development
2 2 (50.00%) ETL
2 2 (50.00%) Software Engineering
3 1 (25.00%) API Design
3 1 (25.00%) Artificial Intelligence
3 1 (25.00%) Computer Science
3 1 (25.00%) Data Engineering
3 1 (25.00%) Data Science
3 1 (25.00%) Deep Learning
3 1 (25.00%) Information Retrieval
3 1 (25.00%) Machine Learning
3 1 (25.00%) Test Automation
Programming Languages
1 4 (100.00%) Python
2 2 (50.00%) C++
2 2 (50.00%) SQL
Qualifications
1 1 (25.00%) Computer Science Degree
1 1 (25.00%) Degree
Systems Management
1 2 (50.00%) Kubernetes