Predictive modelling based on a multilevel analysis in nonprofit organizations

3. NGO Network

Project Brief

Nonprofit, nongovernmental organizations (NGOs) are important development actors that operate in ecosystems of multi and cross-sector stakeholders in order to reach the most vulnerable social groups of people. Having this in mind, our goal was to explore to what extent their social capital influences their knowledge in order to propose a model that could optimize their knowledge management maturity through social resources embedded into their structure. Therefore, we focused on NGOs from the European Union and the Western Balkans operating in the international development and cooperation sector. The main purpose of this project is to explore the influence of social capital on knowledge management maturity of NGOs that operate in the complex contexts, as well as to search for a model that could optimize their mutual integration for the purpose of more effective work.

Introduction

Nonprofit, nongovernmental organizations (NGOs) are key developmental actors, worth over $1 trillion a year globally, with over 19 million paid workers, countless volunteers and the authority to manage funds worth billions of US dollars annually while implementing development aid projects. In 2014, only humanitarian aid sector encompassed some 4,480 operational aid organizations with combined humanitarian expenditures of over $25 billion and roughly 450,000 professional humanitarian aid workers in their ranks.</p><p>NGOs are squeezed between the need to create interlinked programs while delivering coordinated services and the need to conduct after action reviews and data collection to improve future efforts. In other words, it is the social capital of NGOs that plays a crucial role in the efficient and sustainable management of developmental knowledge of NGOs.

Challange

Project focuses on making an efficient and effective model for predicting the knowledge management maturity level of the nongovernment organizations taking into account their social capital. Specifically, our goal is to utilize the collected structured data and devise a binary classification model capable of discriminating high level from low level of knowledge management maturity in NGOs, as well as multi-class classification model for estimating the actual category of knowledge management maturity which can simulate the real connection among social capital and existing knowledge management maturity. The sample consists of 215 surveyed nonprofit, nongovernmental civil society-based organi-zations (NGOs) in the European Union (EU) and the Western Balkans (WB) that implement international and local development projects aimed at improving the quality of life of marginalized groups of people.

Cumulative number of a) surveyed NGOs and b) full-time staff

03ngo
Ngo mobile
Ngo mobile

Methodology

Some global information about dataset and approach used in this project:

  • NGO sampling
  • Data collection
  • Input variables: sample-specific variables, social capital variables
  • Knowledge management maturity as output variables
  • Artificial neural networks as a classification tool
Mikov4 oldd43myv7zr5y1yysauo0ppkl619zula3kzlzafp4

Results

Our in-depth interviews and desk analysis reveal that NGOs are in need of both traditional knowledge (technical, general and specialist) and modern management skills (such as project crowdfunding, digital campaigning, project adaptation, etc.) as well as methods of learning (hubs, labs, job shadowing, mentoring, internships, etc.). Lack of resources (talented workforce, expert based partnerships, IT and digital equipment, etc.) has been identified as the most serious obstacle for NGOs to acquire the missing knowledge and skills. Also, failure to transfer the existing individual knowledge and skills to organizational repositories, to transform them into the organizational and network knowledge and make them easily and always accessible to all people in the organization. Most of time this is because NGOs are more proneto ad-hoc (from project to project) than strategic knowledge management practices. Social capital of the organization still has not been recognized as a mechanism through which the existing knowledge may be innovated, the missing acquired, the acquired disseminated and used. NGOs do tend to build teams and create networks and alliances with other similar NGOs; they use the synergy of their project results and knowledge to create space for new project solutions that can be presented to donors.

NNresults

Results summarized for accuracy and AUC over independent 10-fold cross-validation experiments.

Reference

Original results are presented in: <strong>R. Miković, B. Arsić, Ð. Gligorijević, M. Gačić, D. Petrović, N. Filipović. The Influence of Social Capital on Knowledge Management Maturity of Nonprofit Organizations–Predictive Modelling Based on a Multilevel Analysis. IEEE Access, 7, pp. 47929-47943, 2019.