Period
to 1 December 2020

The following table provides summary statistics for permanent job vacancies advertised in the City of London 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 1 December 2020 with a comparison to the same period in the previous 2 years.

Pandas
Central London > City of London
6 months to
1 Dec 2020
Same period 2019 Same period 2018
Rank 155 267 288
Rank change year-on-year +112 +21 +25
Permanent jobs citing Pandas 50 63 56
As % of all permanent jobs advertised in the City of London 1.22% 0.64% 0.51%
As % of the Libraries, Frameworks & Software Standards category 2.79% 1.64% 1.17%
Number of salaries quoted 50 60 55
Median annual salary £75,000 £85,000 £75,000
Median salary % change year-on-year -11.76% +13.33% -3.23%
10th Percentile £59,750 £54,750 £42,500
90th Percentile £132,500 £124,000 £99,500
Central London median annual salary £75,000 £85,000 £75,000
% change year-on-year -11.76% +13.33% -

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 City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 1,795 3,838 4,796
As % of all permanent IT jobs advertised in the City of London 43.89% 38.91% 43.36%
Number of salaries quoted 1,599 3,403 4,380
Median annual salary £70,000 £70,000 £65,000
Median salary % change year-on-year - +7.69% +4.00%
10th Percentile £47,500 £44,750 £42,500
90th Percentile £105,000 £95,000 £93,750
Central London median annual salary £70,000 £70,000 £65,000
% change year-on-year - +7.69% +8.33%

Pandas
Job Vacancy Trend in the City of London

Job postings citing Pandas as a proportion of all IT jobs advertised in the City of London.

Job vacancy trend for Pandas in the City of London

Pandas
Salary Trend in the City of London

3-month moving average salary quoted in jobs citing Pandas in the City of London.

Salary trend for Pandas in the City of London

Pandas
Salary Histogram in the City of London

Salary distribution for jobs citing Pandas in the City of London over the 6 months to 1 December 2020.

Salary histogram for Pandas in the City of London

For the 6 months to 1 December 2020, 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 City of London region with a requirement for Pandas.

1 50 (100.00%) Python
2 37 (74.00%) SQL
3 32 (64.00%) Finance
4 26 (52.00%) TDD
4 26 (52.00%) NumPy
4 26 (52.00%) BDD
5 25 (50.00%) Django
5 25 (50.00%) PostgreSQL
5 25 (50.00%) Linux
6 24 (48.00%) Puppet
6 24 (48.00%) Jenkins
7 20 (40.00%) Equities
7 20 (40.00%) Pair Programming
7 20 (40.00%) Agile Software Development
7 20 (40.00%) Software Engineering
8 18 (36.00%) SciPy
9 15 (30.00%) Machine Learning
10 13 (26.00%) Computer Science
10 13 (26.00%) AWS
10 13 (26.00%) Deep Learning
10 13 (26.00%) Algorithms
10 13 (26.00%) Data Science
11 12 (24.00%) Computer Science Degree
11 12 (24.00%) Degree
11 12 (24.00%) C++
12 11 (22.00%) Analytics
12 11 (22.00%) Apache Spark
12 11 (22.00%) Hadoop
12 11 (22.00%) Big Data
12 11 (22.00%) PySpark

Pandas
Co-occurring IT Skills in the City of London 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 11 (22.00%) Apache Spark
2 8 (16.00%) SAS
3 1 (2.00%) Apache Airflow
3 1 (2.00%) Elasticsearch
Applications
1 1 (2.00%) Microsoft PowerPoint
Cloud Services
1 13 (26.00%) AWS
2 9 (18.00%) Azure
2 9 (18.00%) GCP
3 8 (16.00%) Power Platform
4 3 (6.00%) Amazon S3
5 2 (4.00%) Amazon ECS
5 2 (4.00%) Amazon SageMaker
5 2 (4.00%) Amazon SQS
5 2 (4.00%) AWS Lambda
5 2 (4.00%) Serverless
6 1 (2.00%) Amazon EC2
Database & Business Intelligence
1 25 (50.00%) PostgreSQL
2 11 (22.00%) Big Data
2 11 (22.00%) Hadoop
3 8 (16.00%) Power BI
3 8 (16.00%) Tableau
4 3 (6.00%) Apache Hive
4 3 (6.00%) HBase
5 2 (4.00%) Amazon Athena
5 2 (4.00%) Amazon Redshift
5 2 (4.00%) RDBMS
5 2 (4.00%) Redis
5 2 (4.00%) Relational Database
6 1 (2.00%) Impala
6 1 (2.00%) MySQL
Development Applications
1 24 (48.00%) Jenkins
General
1 32 (64.00%) Finance
2 8 (16.00%) Banking
3 2 (4.00%) Advertising
3 2 (4.00%) Front Office
3 2 (4.00%) Marketing
3 2 (4.00%) Retail
3 2 (4.00%) Telecoms
4 1 (2.00%) Manufacturing
Job Titles
1 28 (56.00%) Developer
1 28 (56.00%) Python Developer
2 9 (18.00%) Python Engineer
3 8 (16.00%) Data Manager
3 8 (16.00%) Senior Manager
4 7 (14.00%) Data Science Manager
4 7 (14.00%) Python Software Engineer
4 7 (14.00%) Software Engineer
5 6 (12.00%) Data Science Director
5 6 (12.00%) Quantitative Developer
5 6 (12.00%) SQL Developer
6 4 (8.00%) Django Developer
6 4 (8.00%) Full Stack Developer
6 4 (8.00%) Full Stack Web Developer
6 4 (8.00%) JavaScript Developer
6 4 (8.00%) Python Web Developer
6 4 (8.00%) Python/Django Developer
6 4 (8.00%) Web Developer
7 3 (6.00%) Machine Learning Engineer
8 2 (4.00%) Data Engineer
Libraries, Frameworks & Software Standards
1 26 (52.00%) NumPy
2 25 (50.00%) Django
3 18 (36.00%) SciPy
4 11 (22.00%) PySpark
5 10 (20.00%) Keras
5 10 (20.00%) Natural Language Processing
5 10 (20.00%) scikit-learn
5 10 (20.00%) TensorFlow
6 9 (18.00%) Matplotlib
6 9 (18.00%) PyTorch
7 8 (16.00%) NetworkX
7 8 (16.00%) Shiny
7 8 (16.00%) SpaCy
7 8 (16.00%) XGBoost
8 6 (12.00%) Flask
9 2 (4.00%) JSON
9 2 (4.00%) Kafka
9 2 (4.00%) SQLAlchemy
10 1 (2.00%) CSS
10 1 (2.00%) HTML
Miscellaneous
1 20 (40.00%) Equities
2 13 (26.00%) Algorithms
3 5 (10.00%) Data Structures
4 1 (2.00%) 3D Graphics
4 1 (2.00%) FMCG
4 1 (2.00%) Hedge funds
4 1 (2.00%) User Experience
Operating Systems
1 25 (50.00%) Linux
Processes & Methodologies
1 26 (52.00%) BDD
1 26 (52.00%) TDD
2 20 (40.00%) Agile Software Development
2 20 (40.00%) Pair Programming
2 20 (40.00%) Software Engineering
3 15 (30.00%) Machine Learning
4 13 (26.00%) Computer Science
4 13 (26.00%) Data Science
4 13 (26.00%) Deep Learning
5 11 (22.00%) Analytics
6 10 (20.00%) Artificial Intelligence
6 10 (20.00%) Decision-Making
6 10 (20.00%) Visualisation
7 9 (18.00%) Computer Vision
7 9 (18.00%) Logistic Regression
7 9 (18.00%) Mathematics
7 9 (18.00%) Naive Bayes
7 9 (18.00%) Statistics
7 9 (18.00%) Support Vector Machines
7 9 (18.00%) Use Case
Programming Languages
1 50 (100.00%) Python
2 37 (74.00%) SQL
3 12 (24.00%) C++
4 8 (16.00%) JavaScript
4 8 (16.00%) MATLAB
4 8 (16.00%) R
5 4 (8.00%) C
5 4 (8.00%) Java
6 1 (2.00%) Scala
Qualifications
1 12 (24.00%) Computer Science Degree
1 12 (24.00%) Degree
2 8 (16.00%) Master's Degree
System Software
1 3 (6.00%) Docker
2 1 (2.00%) HDFS
Systems Management
1 24 (48.00%) Puppet
2 1 (2.00%) Kubernetes
Vendors
1 9 (18.00%) Databricks
2 8 (16.00%) Cloudera
3 1 (2.00%) MapR