Period
to 14 December 2017

The following table provides summary statistics for permanent job vacancies advertised in Cardiff 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 14 December 2017 with a comparison to the same period in the previous 2 years.

Pandas
South Wales > Cardiff
6 months to
14 Dec 2017
Same period 2016 Same period 2015
Rank 78 106 114
Rank change year-on-year +28 +8 -
Permanent jobs citing Pandas 4 2 2
As % of all permanent IT jobs advertised in Cardiff 0.49% 0.15% 0.13%
As % of the Libraries, Frameworks & Software Standards category 1.37% 0.36% 0.33%
Number of salaries quoted 4 2 0
Cardiff median annual salary £42,500 £34,000 -
Median salary % change year-on-year +25.00% - -
South Wales median annual salary £42,500 £34,000 -
% change year-on-year +25.00% - -

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

All Software Libraries and Frameworks
Cardiff
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 293 553 601
As % of all permanent IT jobs advertised in Cardiff 36.08% 41.21% 38.92%
Number of salaries quoted 260 516 516
Cardiff median annual salary £37,500 £35,000 £35,000
Median salary % change year-on-year +7.14% - -
10th Percentile £24,250 £23,750 £23,125
90th Percentile £55,000 £55,000 £48,750
South Wales median annual salary £40,000 £35,000 £35,000
% change year-on-year +14.29% - -

Pandas
Job Vacancy Trend in Cardiff

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

Job vacancy trend for Pandas in Cardiff

Pandas
Salary Trend in Cardiff

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

Salary trend for Pandas in Cardiff

Pandas
Salary Histogram in Cardiff

The salary distribution of IT jobs citing Pandas in Cardiff over the 6 months to 14 December 2017.

Salary histogram for Pandas in Cardiff

For the 6 months to 14 December 2017, IT jobs citing Pandas also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cardiff region with a requirement for Pandas.

1 4 (100.00%) SQL
1 4 (100.00%) Python
1 4 (100.00%) Business Intelligence
1 4 (100.00%) Hadoop
1 4 (100.00%) Apache Hive
1 4 (100.00%) R
1 4 (100.00%) MapReduce
1 4 (100.00%) Tableau
1 4 (100.00%) Machine Learning
1 4 (100.00%) Apache Pig
2 3 (75.00%) Data Visualisation
2 3 (75.00%) NoSQL
2 3 (75.00%) Visualisation
2 3 (75.00%) Spotfire
2 3 (75.00%) QlikView
2 3 (75.00%) Games
2 3 (75.00%) Econometrics
3 2 (50.00%) Big Data
4 1 (25.00%) Analytical Skills
4 1 (25.00%) Apache Spark
4 1 (25.00%) Numerate Degree
4 1 (25.00%) Data Analysis
4 1 (25.00%) Degree
4 1 (25.00%) Mathematics

Pandas
Co-occurring IT Skills in Cardiff 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 4 (100.00%) Apache Pig
2 1 (25.00%) Apache Spark
Database & Business Intelligence
1 4 (100.00%) Apache Hive
1 4 (100.00%) Hadoop
2 3 (75.00%) NoSQL
2 3 (75.00%) QlikView
2 3 (75.00%) Spotfire
3 2 (50.00%) Big Data
General
1 3 (75.00%) Games
Job Titles
1 4 (100.00%) Analyst
1 4 (100.00%) Data Analyst
2 3 (75.00%) Technical Analyst
3 1 (25.00%) Business Intelligence Analyst
3 1 (25.00%) Business Intelligence Data Analyst
Miscellaneous
1 1 (25.00%) Analytical Skills
Processes & Methodologies
1 4 (100.00%) Business Intelligence
1 4 (100.00%) Machine Learning
1 4 (100.00%) MapReduce
2 3 (75.00%) Data Visualisation
2 3 (75.00%) Econometrics
2 3 (75.00%) Visualisation
3 1 (25.00%) Data Analysis
3 1 (25.00%) Mathematics
Programming Languages
1 4 (100.00%) Python
1 4 (100.00%) R
1 4 (100.00%) SQL
Qualifications
1 1 (25.00%) Degree
1 1 (25.00%) Numerate Degree
Vendors
1 4 (100.00%) Tableau