• 沒有找到結果。

Once conducted the analysis is proved that the implementation of e-procurement platforms in Colombia (SECOP) has a positive impact in the public procurement process, improving:

a) The average selection time in public procurement processes (reducing it 32%)

b) Participation in terms of number of bidders and the possibility of citizen consultation to involve more oversight and control in the hiring processes. Despite this, citizen consultation is scarce and just a few bidders are smaller and medium-sized companies.

For other hand, was determined than the variables that affect the efficiency and effectiveness of e-procurement are related to money Increased value of purchases, promotion of competition in public purchase (Participation and disclosure), Time, findings, corrections and savings in the contract process.

Additionally,was proved that one valuable bounty of these platforms is the availability of large amounts of historical data and repositories that can provide valuable information to gain a better understanding of the public procurement in Colombia, those results could lead to formulate better policies that encourage open government initiatives to face the corruption and at the same time influence the competitiveness and economic growth of the nation.

55 5.2 Research Suggestions

As follows, there are some research suggestions developed based on the research findings of this study.

1. Create a training plan for small and medium businesses, as well as for citizens to explain the use of the SECOP platform, how to participate in public tenders, and in general, all the process including consultations

2. Generate an advertising campaign or strategy to allow more citizens know about the oversight and control process that they can perform on public spending from SECOP

5.3 Limitations

In regard of this study, the major limitations are:

- The result of the study is conditioned to the quality of the data collected and to the transformation of them in an adequate way.

- Although the study made a public contracting analysis in Colombia, it just analyzes one procurement method: public tender, because this method is used to contract by all government entities in Colombia

- It is important to mention that any model or algorithm can or should be used exclusively.

There is not a “best” model or algorithm for a given problem, since the own nature of the data will affect the selection of the model, along with, in the case of this study, the availability of the selected algorithm in an open source data mining tool.

5.4 Future Studies

Below are some considerations to take into account for futures studies:

1. The analysis of this study were made from a descriptive data mining model to determine the patterns and associations of the historical data. Future studies should

56

apply also a predictive data mining model to provide a forecast regarding to e-procurement or public contracting in Colombia.

2. The analysis could be used as well to get some strategies and plans for the public spending in Colombia

3. The approach outlined in this study could be replicated in other areas with a large data base of historical records available.

57

References

Arrowsmith, S. (2010). Public procurement: Basic concepts and the coverage of procurement rules. (Ed.), Public procurement relations: An introduction, Nottingham, UK: EU Asia InterUniversity Network. Pp. 1-31.

Cerrillo, A. (2016). Las compras abiertas y la prevención de la corrupción.

Chêne, M. (2014) The benefits of open contracting.

Coleman, E. & Boland, L. (2017). Open Government: Collaboration, Transparency, and Participation in Practice. 1st ed., O'Reilly Media. ISBN 978-0569-80435-0.

Contracting 5. (2016) Draft Declaration. Retrieved from: https://www.open-contracting.org/wp-content/uploads/2016/12/C5declaration.pdf

Cuartas, K., Ting, I. & Tarazona, G. (2015) Transparency in public procurement: the case for Open Contracting in Colombia. IEMT 2018. Thailand.

Eassig, M. and Amann, M. (2013). E- procurement and its role in supply management and supplier valuation. The Sage Handbook of Strategic Supply Management, Sage Publications Ltd, London, pp 422-441.

Estefan, F. (2014). Open to fight corruption in contracting. Retrieved from:

http://www.opencontracting.org/open_to_fight_corruption_in_contracting

Fayyad, U., Piatetsky-Shapiro, U. & Smyth, P. (1996). From Data Mining to Knowledge Discovery in Databases. AI Magazine, vol. 17, no. 3, pp. 37-54.

Hanrink, J. & Rooijen, G. (2012). Framework for the application of E-procurement.

Theoretical framework properly models situation at Dutch Railways. Proceedings of the 11th IPSERA Conference, University of Twente, 253-262

Janssen, M., Charalabidis, Y. & Zuiderwijk, A. (2017). Benefits, Adoption Barriers and Myths of Open Data and Open Government. Information Systems Management (ISM), 29(4): 258-268. ISSN1058-0530.

58

Janssen, K. (2017). The influence of the PSI directive on open government data: an overview of recent developments. Government Information Quarterly 28(4), 446-456.

Kurgan, L. & Musilek, P. (2010). A survey of Knowledge Discovery and Data Mining Process. The Knowledge Engineering Review.vol. 21, no. 1, pp. 1-24.

Larose, D. (2005). Discovering Knowledge in Data: An Introduction to Data Mining. John Wiley & Sons, Inc., pp. 222, ISBN: 0-471-66657-2, New Jersey, Estados Unidos.

Lathrop, D. & Ruma, L. (2015) Open Government: Collaboration, Transparency, and Participation in Practice. 1st ed., O'Reilly Media. ISBN 978-0569-80435-0.

Manikandan, G., Sairam, N., Sharmili, S. & Venkatakrishnan, S. (2013). Achieving Privacy in Data Mining Using Normalization. Ind. J. of Sc. And Tech., 6, 4, 4268– 4272.

Marchessault, L. (2016). Open Contracting: A New Frontier for Transparency and Accountability.

Meier, A. & Terán, L. (2015). E- procurement second international seminar on E democracy and E government. Information Systems Research Group University of Fribourg Quito, Ecuador.

Ministry of Information, Technology and Communications. (2014). Guidelines for the implementation of open data in Colombia. no. 1450, p. 13.

Ministry of Information, Technology and Communications. (2016). Colombia launches open data platform to boost the Digital Economy.

OECD. Working Group on Bribery. (2016). Data on Enforcement of the Anti-Bribery Convention Special focus on international co-operation.

OECD. Working Papers on Public Governance. (2017). No. 22, OECD Publishing.

Retrieved from: http://dx.doi.org/10.1787/5k46bj4f03s7.

Open Contracting Partnership. (2018) Open contracts: one guide for professionals by professionals.

Open Government Partnership. (2019). Anti-corruption initiatives open contracting. Open government partnership global report. Retrieved from:

59

https://www.opengovpartnership.org/wp-content/uploads/2019/05/Global-Report_Open-Contract.pdf

Parycek, P. & Sachs, M. (2016). Open Government – Information Flow in Web 2.0.

European Journal of ePractice. Retrieved from:

http://www.epractice.eu/en/document/313345

Pizzicannella, R. (2015). Co-production and open data: the right mix for public service effectiveness? In Draft papers. 10th European Conference on eGovernment.

Limerick, Ireland.

Ramageri, B. (2011). Data mining techniques and applications. Indian Journal of Computer Science and Engineering, vol. 1, no. 4, pp. 301-305.

Rolfstam, M. (2013). Public procurement as an innovation policy tool: the role of institutions. Science and public policy. 36(5), 349-360 Retrieved from:

http://spp.oxfordjournals.org/content/36/5/349.

Silwattananusarn, T. & Tuamsuk, K. (2012). Data Mining and Its Applications for Knowledge Management: A Literature Review from 2007 to 2012. International Journal of Data Mining & Knowledge Management Process, vol. 2, no. 5, pp. 13-24.

Smita, D. & Sharma, P. (2014). Use of Data Mining in Various Field: A Survey Paper. IOSR Journal of Computer Engineering, vol. 16, no. 3, pp. 18-21.

Sumathi S. y Sivanandam S. (2006). Introduction to Data Mining and its App.lications.

Studies in Computational Intelligence. Edited by Springer-Verlag, pp. 828, ISBN:

3-540-34350-4, Heidelberg, Germany

60

Ubaldi, B. (2015). Open Governmnet Data: Towards Empirical Analysis of Open Government Data Initiatives.

Van, W. (2010). E-procurement maturity in industry. Proceeding of the 11th IPSERA Conference, University of Twente, Enschede: 21-32. London., H., Nassimbeni, G.

& Schneller E. (eds.). Sage Publications Ltd, pp. 422-441.

Weiss, S. & Indurkhya, N. (1996). Predictive datamining: A practical guide. Morgan Kaufmann, Dan Francisco.

Wu, X., Zhu, X., Wu, G. & Ding, W. (2014). Data mining with big data. IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 1, pp. 97-107.

相關文件