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3. Research Design and Methodology

3.2 Case Study

3.2.1 Case study selection

Multiple case studies are selected because the aim is to compare and contrast the case studies.

This fits with the theoretical replication logic used in this study, which expresses that the objective is to discover contrasting findings (Baxter, & Jack, 2008; Harrison et al., 2017). In addition, using multiple cases strengthens the comparability and breadth of the study.

Selection of the case study takes place based on the relevance of the cases to the

research question (Eisenhardt, & Graebner, 2007). The final case sampling is based on

32 purposive sampling, which means that the identified cases are selected based on

predetermined criteria (Denieffe, 2020). With purposeful sampling the cases are selected on the premise that these cases provide the most in-depth information. The cases need to be comparable, contain similarities and provide us with contrasting findings.

Before the final sampling, homogenous sampling is used to select cases that meet the same selection criteria (Palinkas, Horwitz, Green, Wisdom, Duan, &, Hogwood, 2015). All possible cases need to consist of mining communities situated in Sub-Saharan Africa. To create a file of relevant mining communities the data in the Community Monitors’ database provided by the Bench-Marks Foundation in South Africa was transferred to excel. The documents in the excel files are categorized based on title, date, location and content of the document. These files are used to group cases per country, province and eventually

communities and to what extent they are applicable to answer the research question. This is done by observing patterns and looking for similarities (Eisenhardt, &, Graebner, 2007).

Important to consider during the data selection process is that data in the excel files from South Africa, Zambia and Zimbabwe are in English. The data from the Democratic Republic of Congo is in French and the data from Angola and Mozambique is in Portuguese, therefore the data in these files first needed to be translated before they can be used.

After this first categorization, theoretical sampling is used to determine the final cases.

With theoretical sampling, data collection and analysis happen at the same time. Where to

collect the next data depends on the prior determined categories (Coyne, 1997). To determine

which cases are relevant and will result in the most interesting findings, it is crucial that the

cases originate from different countries to compare the different institutional voids where the

local communities are situated The presence of institutional voids is determined on a country

level based on data retrieved from the African Development Bank and the World Bank. The

specific measures are the level of the educational system, level of infrastructural development

33 and level of regulatory mechanisms and the financial instability in the capital market.

Subsequently, different national levels of institutional voids are ensured by selecting cases from different countries.

Theoretical sampling regulates that both cases of local communities situated near private-owned and state-owned mining enterprises are selected. This is important to determine whether the different ownership structures influence the relationship between the presence of institutional voids and influence tactics used. Orbis is used to find data about the selected mining enterprises and to establish whether they are state-owned or private-owned. In addition to Orbis, the company websites are examined for additional archival research and understanding of the ownership structure. This leads to the following categorizations, the Frontier SA mine near the Sakania community is owned by Eurasian Resources Group which is a private company and not publicly listed. The other relevant mine in the Democratic Republic of Congo is the Ruashi Mine. This mine is 75% owned by Metorex which is a subsidiary of Jinchuan Group International Resources ltd., a Chinese SOE, due to the majority share the mine is classified as state-owned. The Moatize Mine relevant for the Moatize

community is owned by Vale S.A. a Brazilian publicly quoted enterprise. Vale is listed at the

New York Stock Exchange and Bovespa (Vale, 2021). Therefore, the mine is categorized as

private-owned. The next relevant mine is Kansanshi Mine, which is 80% owned by First

Quantum, a publicly quoted company and listed at the Toronto Stock Exchange (First

Quantum ltd, 2021). Accordingly, the Kansanshi Mine is categorized as private-owned. The

global ultimate owner of the diamond mines relevant to the Chiadzwa community is owned

by ZCDC, which is a Zimbabwean SOE. For the Cuango community the corresponding mine

is the Catanga mine, which is owned by Sociedade de Desenvolvimento Mineiro de Angola

SA, according to Orbis this company is state-owned by the Angolan government. The last two

relevant mines originate from South Africa. The first mine, the Sefateng Chrome Mine, is

34 categorized as state-owned. The majority shareholder is Corridor Mining Resources PTY, a company wholly owned by the Limpopo Economic Development Agency which is a state-owned organization. The last mine is the Siyanda Bakgatla Platinum Mine which is 85%

owned by the private company Siyanda Investments (PTY) Ltd., Siyanda Investments (PTY) Ltd is not publicly listed according to Orbis. Therefore, it is categorized as private-owned.

Since data collection and analysis happens simultaneously, it is noticed which

communities provide the most documents, rich narratives and are most suitable for an

in-depth case study. For each case it is noted for which time frame documents are present in the

Community Monitors’ database. Ensuing this process, the following cases were selected

presented in Table 2.

35 Table 2

Communities selected as case studies

Community Location Mine Owner(s) POE/

SOE

Time Frame

Sakania Community

Katanga Province, Democratic Republic of Congo

Frontier SA Mine, copper mine

Global Ultimate Owner:

Eurasian Resources Group

POE August 2017 - April 2020

Ruashi Community

Katanga Province, Democratic Republic of Congo

Ruashi Mine, copper and cobalt mine

Metorex (Global Ultimate Owner Jinchuan Group International Resources ltd):

75%

Gecamines S.A.: 25%

SOE August 2017 - September 2020

Moatize Community

Tete Province, Mozambique

Moatize Mine, coal mine

Vale: 85%, Mitsui: 15%

POE September 2017 - October 2020 Kansanshi

Community

Solwezi Province, Zambia

Kansanshi Mine, copper and gold mine

ZCCM-IH: 20%

First Quantum (FQM): 80%

POE September 2017 - May 2020

Chiadzwa Community, including Arda Transau Community (relocated community)

Mutare district, Zimbabwe

Marange Diamond Fields, diamond mine

Global Ultimate Owner:

Zimbabwe Consolidated Diamond Company ZCDC

SOE October 2017 - December 2020

Ga-Mampa Community

Limpopo Province, South Africa

Sefateng Mine, chrome mine

Bolepu: 40%

CMR (Corridor Mining Resources PTY a company wholly owned by the Limpopo Economic Development Agency, LEDA, an organ of state): 55% shareholder, three community trusts: 5%

SOE August 2016 - September 2020

Sefikile Community

Rustenburg Province, South Africa

Siyanda Bakgatla Platinum Mine, chrome mine previously known as Anglo Platinum Union Mine

Siyanda Investments (PTY) Ltd: 85%

The Bakgatla-Ba-Kgafela community: 15%

POE August 2018 - September 2020

Cuango Community

Lunda Norte Province, Angola

Catanga Mine, diamond mine

Sociedade de

Desenvolvimento Mineiro de Luzamba

SOE September 2017 - September 2020