Period
to 10 August 2020

The following table provides summary statistics for permanent job vacancies 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 10 August 2020 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
10 Aug 2020
Same period 2019 Same period 2018
Rank 533 711 758
Rank change year-on-year +178 +47 +283
Permanent jobs citing Pandas 253 417 451
As % of all permanent jobs advertised in the UK 0.39% 0.29% 0.26%
As % of the Libraries, Frameworks & Software Standards category 0.96% 0.77% 0.65%
Number of salaries quoted 216 376 375
Median annual salary £75,000 £67,500 £70,000
Median salary % change year-on-year +11.11% -3.57% +3.70%
10th Percentile £44,375 £40,000 £42,500
90th Percentile £105,000 £115,000 £111,500
UK excluding London median annual salary £58,750 £57,454 £53,750
% change year-on-year +2.26% +6.89% +26.47%

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 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 26,425 54,120 68,926
As % of all permanent IT jobs advertised in the UK 41.09% 37.67% 40.19%
Number of salaries quoted 21,864 44,597 57,233
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +5.26%
10th Percentile £33,750 £31,500 £31,250
90th Percentile £92,500 £87,500 £81,250
UK excluding London median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +5.88%

Pandas
Job Vacancy Trend

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

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

3-month moving average salary quoted in jobs citing Pandas.

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 10 August 2020.

Salary histogram for Pandas in the UK

Pandas
Top 12 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 10 August 2020. 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
England +205 250 £75,000 +9.81% 33
London +113 213 £75,000 +3.45% 23
UK excluding London +215 37 £58,750 +2.26% 10
South East +171 19 £77,500 +29.17% 3
Work from Home +65 8 £41,500 -2.35% 6
Midlands +112 7 £37,500 -37.50%
East of England +106 5 £52,824 -10.09% 3
West Midlands +102 5 £31,000 -36.08%
South West +96 5 £70,000 +33.33% 1
East Midlands +76 2 £37,500 -50.00%
North of England +144 1 £43,000 -25.16% 3
Yorkshire +140 1 £43,000 -18.10% 2

For the 6 months to 10 August 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 with a requirement for Pandas.

1 250 (98.81%) Python
2 174 (68.77%) NumPy
3 122 (48.22%) Machine Learning
4 111 (43.87%) Finance
5 107 (42.29%) SQL
6 106 (41.90%) Data Science
7 94 (37.15%) SciPy
8 81 (32.02%) AWS
9 79 (31.23%) scikit-learn
10 71 (28.06%) Analytics
11 68 (26.88%) Algorithms
12 63 (24.90%) Computer Science
13 62 (24.51%) Degree
14 59 (23.32%) Azure
15 57 (22.53%) Artificial Intelligence
15 57 (22.53%) TensorFlow
16 52 (20.55%) Big Data
17 49 (19.37%) Front Office
17 49 (19.37%) Statistics
18 48 (18.97%) Mathematics
19 47 (18.58%) Java
20 46 (18.18%) Agile Software Development
21 44 (17.39%) Asset Management
22 42 (16.60%) Analytical Skills
23 41 (16.21%) Apache Spark
24 40 (15.81%) GCP
24 40 (15.81%) Natural Language Processing
25 35 (13.83%) Hedge funds
26 34 (13.44%) Keras
27 33 (13.04%) Deep Learning

Pandas
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 41 (16.21%) Apache Spark
2 27 (10.67%) Jupyter
3 16 (6.32%) Apache
4 15 (5.93%) Apache Airflow
5 8 (3.16%) Oracle Coherence
6 7 (2.77%) SAS
7 4 (1.58%) Confluence
7 4 (1.58%) nginx
8 2 (0.79%) ArcGIS
8 2 (0.79%) Luigi
8 2 (0.79%) Tornado
9 1 (0.40%) Apache Pig
9 1 (0.40%) Elasticsearch
9 1 (0.40%) IBM Domino
Applications
1 9 (3.56%) Microsoft Excel
2 4 (1.58%) Chatbot
Business Applications
1 12 (4.74%) Eagle PACE
1 12 (4.74%) Markit EDM
Cloud Services
1 81 (32.02%) AWS
2 59 (23.32%) Azure
3 40 (15.81%) GCP
4 27 (10.67%) Power Platform
5 15 (5.93%) Amazon S3
6 12 (4.74%) Cloud Computing
7 8 (3.16%) Serverless
8 7 (2.77%) Amazon ECS
9 6 (2.37%) Amazon EC2
9 6 (2.37%) Amazon EMR
9 6 (2.37%) Amazon SageMaker
9 6 (2.37%) AWS Lambda
10 5 (1.98%) Amazon SQS
10 5 (1.98%) AWS Data Pipeline
10 5 (1.98%) SaaS
11 3 (1.19%) Amazon EKS
11 3 (1.19%) OpenShift
12 2 (0.79%) AWS Elastic Beanstalk
12 2 (0.79%) GitHub
12 2 (0.79%) Virtual Private Cloud
Communications & Networking
1 5 (1.98%) 5G
2 3 (1.19%) Internet
3 2 (0.79%) HTTP
Database & Business Intelligence
1 52 (20.55%) Big Data
2 33 (13.04%) Hadoop
2 33 (13.04%) SQL Server
3 28 (11.07%) NoSQL
4 27 (10.67%) Power BI
5 23 (9.09%) PostgreSQL
6 18 (7.11%) SQL Server Reporting Services
7 16 (6.32%) MongoDB
8 15 (5.93%) Amazon Redshift
8 15 (5.93%) Data Warehouse
8 15 (5.93%) Relational Database
9 11 (4.35%) Impala
10 10 (3.95%) Cosmos DB
10 10 (3.95%) HBase
11 8 (3.16%) Apache Hive
11 8 (3.16%) BusinessObjects
11 8 (3.16%) DB2
11 8 (3.16%) QlikView
11 8 (3.16%) RDBMS
12 7 (2.77%) KDB
Development Applications
1 19 (7.51%) Git (software)
2 10 (3.95%) PyCharm
3 8 (3.16%) Jenkins
4 5 (1.98%) JIRA
5 4 (1.58%) Bitbucket
5 4 (1.58%) Eclipse
5 4 (1.58%) Pylint
5 4 (1.58%) RStudio
5 4 (1.58%) Sourcetree
5 4 (1.58%) Visual Studio
5 4 (1.58%) Visual Studio Code
6 3 (1.19%) CircleCI
7 2 (0.79%) Mercurial
7 2 (0.79%) MLflow
7 2 (0.79%) Redmine
7 2 (0.79%) Subversion
8 1 (0.40%) GoCD
General
1 111 (43.87%) Finance
2 49 (19.37%) Front Office
3 21 (8.30%) Banking
4 15 (5.93%) Back Office
5 14 (5.53%) Marketing
6 8 (3.16%) Manufacturing
6 8 (3.16%) Retail
6 8 (3.16%) Telecoms
7 5 (1.98%) Games
8 4 (1.58%) Advertising
8 4 (1.58%) Investment Banking
9 2 (0.79%) Billing
9 2 (0.79%) General Ledger
9 2 (0.79%) Legal
9 2 (0.79%) Military
10 1 (0.40%) Financial Institution
Job Titles
1 100 (39.53%) Developer
2 90 (35.57%) Python Developer
3 48 (18.97%) Data Scientist
4 39 (15.42%) Data Engineer
5 33 (13.04%) Python Engineer
6 24 (9.49%) Senior Data Scientist
7 20 (7.91%) Senior Developer
7 20 (7.91%) Senior Python Developer
8 19 (7.51%) SQL Developer
9 17 (6.72%) Data Manager
10 16 (6.32%) Analyst
10 16 (6.32%) Data Analyst
11 12 (4.74%) Finance Manager
11 12 (4.74%) Financial Analyst
12 11 (4.35%) Architect
12 11 (4.35%) Data Architect
13 9 (3.56%) Front Office Developer
13 9 (3.56%) Software Engineer
14 8 (3.16%) AWS Developer
14 8 (3.16%) Quantitative Developer
Libraries, Frameworks & Software Standards
1 174 (68.77%) NumPy
2 94 (37.15%) SciPy
3 79 (31.23%) scikit-learn
4 57 (22.53%) TensorFlow
5 40 (15.81%) Natural Language Processing
6 34 (13.44%) Keras
7 32 (12.65%) Flask
8 30 (11.86%) Django
9 29 (11.46%) React
10 24 (9.49%) PyTorch
11 20 (7.91%) AngularJS
12 18 (7.11%) Web Services
13 17 (6.72%) REST
14 16 (6.32%) Matplotlib
15 14 (5.53%) PySpark
16 9 (3.56%) RESTful
16 9 (3.56%) SpaCy
16 9 (3.56%) XGBoost
17 8 (3.16%) Kafka
18 7 (2.77%) Seaborn
Miscellaneous
1 68 (26.88%) Algorithms
2 42 (16.60%) Analytical Skills
3 35 (13.83%) Hedge funds
4 25 (9.88%) Derivative
5 23 (9.09%) Data Structures
5 23 (9.09%) Fixed Income
6 19 (7.51%) Equities
7 12 (4.74%) Reference Data
8 10 (3.95%) Foreign Exchange (FX)
8 10 (3.95%) User Experience
9 9 (3.56%) Interest Rate Derivative
9 9 (3.56%) Management Information System
10 8 (3.16%) Reinsurance
11 6 (2.37%) Greenfield Project
12 5 (1.98%) FMCG
12 5 (1.98%) Life Science
12 5 (1.98%) Pricing Data
12 5 (1.98%) Self-Motivation
13 4 (1.58%) Cloud Native
14 3 (1.19%) Industrial Internet of Things
Operating Systems
1 28 (11.07%) Linux
Processes & Methodologies
1 122 (48.22%) Machine Learning
2 106 (41.90%) Data Science
3 71 (28.06%) Analytics
4 63 (24.90%) Computer Science
5 57 (22.53%) Artificial Intelligence
6 49 (19.37%) Statistics
7 48 (18.97%) Mathematics
8 46 (18.18%) Agile Software Development
9 44 (17.39%) Asset Management
10 33 (13.04%) Deep Learning
10 33 (13.04%) Visualisation
11 32 (12.65%) Business Intelligence
11 32 (12.65%) DevOps
12 30 (11.86%) Data Analysis
12 30 (11.86%) TDD
13 28 (11.07%) Predictive Modelling
13 28 (11.07%) Software Engineering
14 24 (9.49%) ETL
14 24 (9.49%) Test Automation
15 23 (9.09%) Logistic Regression
Programming Languages
1 250 (98.81%) Python
2 107 (42.29%) SQL
3 47 (18.58%) Java
4 32 (12.65%) JavaScript
5 29 (11.46%) Scala
6 26 (10.28%) R
7 18 (7.11%) C++
8 17 (6.72%) C#
9 11 (4.35%) Bash Shell
10 10 (3.95%) C
11 9 (3.56%) Julia
12 8 (3.16%) Korn
13 7 (2.77%) MATLAB
14 6 (2.37%) VBA
15 5 (1.98%) PowerShell
16 4 (1.58%) Rust
17 3 (1.19%) Go
17 3 (1.19%) TypeScript
18 2 (0.79%) Shell Script
19 1 (0.40%) Cython
Qualifications
1 62 (24.51%) Degree
2 24 (9.49%) Computer Science Degree
3 22 (8.70%) PhD
4 8 (3.16%) TOGAF Certification
5 6 (2.37%) Master's Degree
6 4 (1.58%) Security Cleared
7 2 (0.79%) AWS Certification
8 1 (0.40%) DV Cleared
8 1 (0.40%) Numerate Degree
8 1 (0.40%) SC Cleared
Quality Assurance & Compliance
1 7 (2.77%) Data Quality
2 6 (2.37%) UCITS
3 3 (1.19%) QA
4 2 (0.79%) IEC 62304
5 1 (0.40%) Dodd-Frank
5 1 (0.40%) EMIR
5 1 (0.40%) MiFID
System Software
1 21 (8.30%) Docker
2 2 (0.79%) HDFS
3 1 (0.40%) Apache ZooKeeper
Systems Management
1 26 (10.28%) Kubernetes
2 5 (1.98%) Puppet
3 3 (1.19%) Terraform
4 1 (0.40%) Hadoop YARN
4 1 (0.40%) Kibana
4 1 (0.40%) logstash
Vendors
1 16 (6.32%) Microsoft
2 14 (5.53%) Oracle
2 14 (5.53%) Tableau
3 12 (4.74%) Bloomberg
3 12 (4.74%) FactSet
3 12 (4.74%) Google
3 12 (4.74%) Reuters
4 10 (3.95%) Databricks
5 8 (3.16%) Cognos
5 8 (3.16%) Netezza
5 8 (3.16%) Teradata
6 4 (1.58%) Cloudera
6 4 (1.58%) Splunk
7 2 (0.79%) ESRI
7 2 (0.79%) Samsung
8 1 (0.40%) Cognizant
8 1 (0.40%) Instagram
8 1 (0.40%) MapR
8 1 (0.40%) Snapchat
8 1 (0.40%) Sybase