6.2. Quantitative Analysis
After the identification of the various factors under each quadrant, as presented supra, the experts were asked to assign weights to each criterion using the AHP approach, as presented above. The assigning of weights is key to enable policy and decision makers to know the most critical issues that require urgent attention during decision making relative to the development of a nuclear power plant. The experts provided vital perspectives to the successful completion of this research. In all, a total of 19 input criteria were assessed (pair comparison). The quantitative results for each section of the SWOT analysis are presented as follows.
Enabling laws and regulatory framework (S1). This factor is ranked highest by the experts; it recorded a weight of 39.2%. This is, according to them, the safety of people and the environment in countries where NPP depends on the availability of a strong regulatory regime that oversees the safety of the facilities. In that regard, the IAEA promotes the formation of a comprehensive regulatory framework to safeguard the safety of such installations throughout its lifetime. These regulatory frameworks are made up of relevant regulations, legislation, and guidance as well as a robust management and leadership program for safe operations of the installation [
66]. Additionally, in the view of the experts, South Africa already has these legislations and regulatory frameworks in place since it has an already operational nuclear facility. In that regard, the country already has experienced people in place to manage any further expansion that would take place, hence, the reason for the high score for this factor.
Uranium mining (S2). The availability of uranium placed second in the rankings; it recorded a weight of 21.9%. Research has shown that the gold tailings at the Witwatersrand basin alone have an estimated uranium concentration of about 100 mg/kg U
3O
8 averagely, which ranges from approximately 10 mg/kg to hundreds of mg/kg. As a result, these gold tailings are estimated to have more uranium or more uranium tailings from some mines in the country than those from Namibia or Germany [
67]. South Africa has considerable uranium reserves with an extensive uranium mining industry. This makes the country one of the important world producers of uranium. The availability of this resource in the country is an important element of the security of energy supply in a country’s energy sector [
68].
Experience with the operations of an NPP and management of radioactive waste (S3). There has always been a strong awareness about the possible hazard of nuclear criticality as well as the release of radioactive materials from nuclear power plants. Due to this, there is always the need to get highly qualified personnel to manage and operate such facilities. South Africa has a running NPP and has some of the best personnel in the industry responsible for the operation and management of nuclear waste. This comes as an advantage relative to the country’s intended vision of adding more NPPs to its energy generation mix. As a result, the experts assigned a weight of 13.7% to this factor.
Reduction in GHGs’ emissions (S4). Experts assigned a weight of 10.8% to this factor. Obviously, nuclear power comes with advantages, one of which is the fact that nuclear energy has proven to deliver safe and considerable base-load power without generating large quantities of GHG. Therefore, increasing its use in the country’s energy generation mix has the potential to cut down the level of emissions that are associated with the generation of power.
Strong partnerships’ integration (S5). As discussed above, the South African government already has strong collaborations with several countries relative to its nuclear power development. International partnership is key to the success of innovative nuclear research and development activities relative to the sharing of financial burdens, prevention of duplications, optimization of the use of existing resources, enhancement in the movement of specialists and knowledge, and the exploitation of synergies. It is in light of this that it is important for countries that have expressed interest in the development of their first NPP to be encouraged to come together with international organizations to cooperate on innovative nuclear systems as well as the sharing of information on a broad cross-sector range, which may include the formation of clear corporation rules as well as coordination instruments within international bodies’ framework, which include representatives from both industrial and governmental entities [
69]. Given this, the consulted experts assigned a weight of 8.2% to this factor, placing it third in terms of the ranking. The government is, therefore, called upon to deepen its cooperation with both international industrial entities and governments.
High energy density (S6). Experts assigned a weight of 6.3% to this factor. As indicated supra, the high energy density of fuel used in NPPs makes it energy efficient. It is estimated that a 6-g uranium pellet has an energy that is equal to 17,000 cubic feet of natural gas or a ton of coal [
70]. As a result, it comes as a form of minimizing environmental pollution relative to waste from the nuclear facility.
The outcome of the AHP for the strengths is presented in
Figure 2. The consolidated matrix for the AHP is presented in
Table 5. According to the results, a CR and GCI of 9% and 0.33 were obtained. This is an indication that the judgements of the consulted experts are consistent and reliable.
Costly to build and lengthy construction timeframe (W1). The cost of construction for NPP depends on several determinants. Some of these include the capacity of the plant and its complex technology, revisions during construction, safety, environmental concerns, modularization and serialization, change in standards for regulation during construction, and acts of nuclear opponents, which are all factors that affect the cost of construction of a NPP [
71]. Financing of an NPP in the course of construction represents an additional layer of the entire investment costs, which depend on the construction period and the interest rate during construction. It has been estimated that the financing cost of an NPP may represent an extra 20–29% of the over-night cost for a construction period of 7 years and 37–57% of the overnight cost for an increased construction period to 10 years, when a Weighted Average Cost of Capital (WACC) between 7–10% is applied, excluding the general price inflation rate [
72]. This, according to the experts, is a major concern in the development of NPP, especially for a developing economy such as South Africa that may not be able to solely finance the construction of additional NPPs and may, therefore, rely on outsiders to fund it. In their view, this could prolong the construction period, which will ultimately result in an increased overnight cost for the power plant. To that effect, this factor was given the highest weightage of 50.47% among the identified weaknesses, making it the first priority.
Limited fuel availability (W2). The finite nature of nuclear fuel is one of the disadvantages, although there is a technology to recycle spent fuel for reuse. Even though South Africa has uranium deposits, as indicated earlier, there is still consent among the experts about a possible shortage of this resource in the future, which may mean that the country would have to depend on other countries to fuel its power plants. For this reason, the experts assigned a weight of 8.26% to it, which indicates that it is the last priority among the weaknesses. This was expected because, as indicated, there is a technology in place to close the fuel cycle.
Risks of nuclear accidents (W3). This is an issue that has always dominated discussions with the development of nuclear energy. The development of NPPs has mostly been characterized by public concerns due to the risk of accidents. These concerns became more global after the Fukushima Daiichi nuclear accident. As a result, countries such as Italy (in 1987), Sweden (in 1980), Taiwan (in 2018), and Switzerland (in 1990) used referenda to decide on their nuclear energy policies, i.e., whether to shut down or maintain NPPs [
73]. Although several steps have been taken by manufacturers of the various components, especially the reactor core, to withstand a very high magnitude of earthquakes, the experts still apportioned 30.26% to this factor, placing it second in terms of ranking.
Inadequate manpower/technical know-how (W4). The availability of the required manpower and technical know-how is very key in the sector. According to the experts, although South Africa has experience in the nuclear energy sector, an addition of more power stations will demand more experienced hands. However, not many people are being trained to take over from the aging workers, although a few are being trained in countries such as Russia. They, therefore, see it as a weakness for the sector and, therefore, call on the government to invest more into the training of more young people in the sector. They assigned a weight of 11% to this weight, making it a third priority.
The consolidated results for the AHP are presented in
Table 6, while the weights for the various criteria under the weaknesses section are represented in
Figure 3. A CR and GCI of 3.9% and 0.14 were obtained for the AHP, putting it within the acceptable range.
Energy export and demand (O1). South Africa, through Eskom, which is its national electricity utility, remains the dominant electricity market in that enclave. Electricity systems of smaller countries such as Lesotho, Botswana, Swaziland, and Namibia, which are neighboring countries, were all developed as offshoots of the South African network, and, as a result, they have historically been importers of electrical power from South Africa [
74]. With the South African Power Pool (SAPP), an expansion in the country’s electricity-generating capacity, especially along the lines of nuclear energy, would have a large energy market in the sub-region [
44]. This means power can be exported to other countries through the SAPP, and, as a result, a weight of 52.09% was assigned to this factor, indicating its relevance in the energy sector.
Climate change awareness (O2). The increasing threat of GHG emissions on the survival of people and the environment, in general, has led to renewed commitments by world leaders to find alternative sources of energy generation to meet demand [
37,
75,
76]. Nuclear energy is seen globally as one of the options for energy generation that could help cut down the levels of GHG emissions. To that effect, it was ranked as the second-highest opportunity for the sector; it recorded a weight of 25.89%.
Foreign investor’s partnership (O3). Some 30 countries have been identified as emerging markets for nuclear energy technologies by the World Nuclear Association. These regions include the Middle East; Eastern Europe; central, western, northern, and southern Africa; Central and South America; and Southeast and East Asia. These markets have been identified by China and Russia as opportunities to enlarge their territories of influence through economic and diplomatic relationships [
77]. This presents an opportunity to South Africa in terms of collaboration to help finance its nuclear power expansion drive. Other countries such as the USA and South Korea could also have an interest in South Africa’s nuclear energy and could invest in the sector. Especially, considering that the South African government wants to add a total of 2.5 GW of nuclear power to its generation mix, it is safe to say that small modular reactors (SMRs) may be the best choice in that regard. South Korea and the USA may have an ace in the hole for the development of SMRs, since the South African energy minister stated that the country was considering the development of modular stations [
78]. Russia’s ability to provide funding for new NPP projects through the country’s state-owned enterprises enables it to provide attractive financial terms to newcomer countries in the nuclear energy sector [
77]. The consulted specialists assigned a weight of 12.08% to this factor, meaning this factor ranks third in terms of opportunities in the sector.
Job creation potentials (O4). As presented supra, the development of nuclear energy comes with several job opportunities and, considering the high unemployment rate among the youths in the country, an expansion in nuclear energy would provide jobs for some people. Experts, therefore, apportioned a 9.94% weightage to this factor.
A GCI and CR of 0.29 and 8.2%, respectively, were obtained from the computations. The weights and consolidated matrix are indicated in
Figure 4 and
Table 7, respectively.
Seismic events (T1). The importance of a nuclear facility to withstand earthquakes has proven to be very key for its safety. An NPP must be designed using the ‘defense-in-depth’ principle, which involves a systematic application of consecutive and independent levels of protection through the combination of box-in-box physical barriers and redundant as well as a different protection functions with accident management procedures. In this case, one protection layer comes into play when the other fails [
79]. These are all measures that are currently employed to minimize the effect of nuclear accidents that may be caused by seismic events. However, despite all these measures that are put in place to enhance the safety of NPPs, the experts still assigned the highest weight, of 42.5%, to it. It is still seen as a major threat to the development of NPPs.
Water availability (T2). The installation of new NPPs normally comes with extra water demands for cooling purposes, mostly freshwater. Research has shown that NPPs’ water consumption is highest in terms of per MWh among the thermoelectric technologies [
80]. Considering the water challenges in the country, as presented in earlier discussions, the experts assigned a weight of 14% to this factor, which is indicative of the very important role the availability of water at a locality has on site-selection decisions for NPP installations.
Domination of fossil fuel (T3). The dominance of fossil fuel in the generation of energy to meet the increasing demands has always been a major threat to the diversification of the energy sector. This is even more worsened by people in authority with interest in the fossil fuel industry. Such situations tend to slow down the implementation of policies that would have otherwise led to the diversification of the energy sector. A weight of 27.1% was assigned to this factor, placing it second in terms of the threats in the sector. It is the view of the experts that the dominance of fossil fuels in the country’s energy mix would not give any sense of urgency to authorities to speed up the processes that would lead to the expansion of the nuclear energy industry in the country since the country has abundant coal reserves.
Incessant court cases (T4). The usual opposition from the citizenry relative to the development of nuclear facilities is also a major hurdle that the South African government would have to cross relative to its nuclear energy expansion agenda. Both community and public acceptance play a major role in assessing the social sustainability of energy policy. However, the presence of NIMBY, i.e., not in my backyard, among the people could result in noticeable differences among the community and public acceptance [
76]. Research has shown that the attitudes of people towards energy technologies are determined by their net perception of the benefits or risks of that technology, and this is influenced by the following factors: psychological, personal, and contextual factors [
81]. Psychological factors involve factors such as familiarity or the level of knowledge about the technology in question and the level of trust. Issues relating to personal factors include sociodemographic characteristics such as gender, age, and social class. Contextual factors include the spatial proximity to the energy facility, the technological aspects, and public engagement [
81,
82]. The South African government would have to devise appropriate mechanisms to engage with all stakeholders and the general populace to educate them on nuclear energy. This could help reduce the level of dislike and opposition expressed by sections of the people. To that effect, a weight of 5.8% was assigned to this factor during the survey.
Porous border system (T5). The security of the power plant is key. Therefore, anything that makes it easier for a country to be infiltrated by foreigners is a major concern. As already indicated earlier, the country is surrounded by many countries whose citizens and non-citizens can easily enter South Africa through illegal routes. This is a major concern, according to the experts, and, as a result, a weight of 10.6% was assigned, which shows the severity of this problem. According to the experts, the government must tackle the issue of illegal migrants seriously to keep the country safe to protect facilities such as NPPs.
From the computations, a CR of 8.1% and a GCI of 0.29 were obtained. The consolidated matrix for the threats is presented in
Table 8, while the weights for the various criteria are also presented in
Figure 5.