Public Procurement Announcements in Spain: Regulations, Data Analysis, and Award Price Estimator Using Machine Learning

المؤلفون المشاركون

García Rodríguez, Manuel J.
Rodríguez Montequín, Vicente
Ortega Fernández, Francisco
Villanueva Balsera, Joaquín M.

المصدر

Complexity

العدد

المجلد 2019، العدد 2019 (31 ديسمبر/كانون الأول 2019)، ص ص. 1-20، 20ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2019-11-14

دولة النشر

مصر

عدد الصفحات

20

التخصصات الرئيسية

الفلسفة

الملخص EN

The largest project managers and adjudicators of a country, both by number of projects and by cost, are public procurement agencies.

Therefore, knowing and characterising public procurement announcements (tenders) is fundamental for managing public resources well.

This article presents the case of public procurement in Spain, analysing a dataset from 2012 to 2018: 58,337 tenders with a cost of 31,426 million euros.

Many studies of public procurement have been conducted globally or theoretically, but there is a dearth of data analysis, especially regarding Spain.

A quantitative, graphical, and statistical description of the dataset is presented.

Mainly, the analysis is of the relation between the award price and the bidding price.

An award price estimator is proposed that uses the random forest regression method.

A good estimator would be very useful and valuable for companies and public procurement agencies.

It would be a key tool in their project management decision making.

Finally, a similar analysis, employing a dataset from European countries, is presented to compare and generalise the results and conclusions.

Hence, this is a novel study which fills a gap in the literature.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

García Rodríguez, Manuel J.& Rodríguez Montequín, Vicente& Ortega Fernández, Francisco& Villanueva Balsera, Joaquín M.. 2019. Public Procurement Announcements in Spain: Regulations, Data Analysis, and Award Price Estimator Using Machine Learning. Complexity،Vol. 2019, no. 2019, pp.1-20.
https://search.emarefa.net/detail/BIM-1131215

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

García Rodríguez, Manuel J.…[et al.]. Public Procurement Announcements in Spain: Regulations, Data Analysis, and Award Price Estimator Using Machine Learning. Complexity No. 2019 (2019), pp.1-20.
https://search.emarefa.net/detail/BIM-1131215

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

García Rodríguez, Manuel J.& Rodríguez Montequín, Vicente& Ortega Fernández, Francisco& Villanueva Balsera, Joaquín M.. Public Procurement Announcements in Spain: Regulations, Data Analysis, and Award Price Estimator Using Machine Learning. Complexity. 2019. Vol. 2019, no. 2019, pp.1-20.
https://search.emarefa.net/detail/BIM-1131215

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1131215