cover image displaying multiple flags

BRI From the Ground Up:
Leaders from 129 countries evaluate a decade of Beijing’s signature initiative

Samantha Custer, Ana Horigoshi, and Kelsey Marshall

March 2024

Acknowledgments

This report was prepared by Samantha Custer, Ana Horigoshi, and Kelsey Marshall (AidData, William & Mary). John Custer, Sarina Patterson, and Emily Dumont supported this publication’s layout, editing, and visuals. Lori Chu and Bryan Burgess provided helpful supporting data analysis. The report was made possible through financial support from the William and Flora Hewlett Foundation and the Ford Foundation. The findings and conclusions of this report are those of the authors alone and do not necessarily reflect the views of our funders and partners.

We thank the participants from 129 countries and autonomous regions who shared their invaluable insights on the demand side for People’s Republic of China (PRC) official finance projects, perceptions of the PRC as a development partner compared to other powers, experiences with Chinese-financed projects in their country, and impressions of the Belt and Road Initiative (BRI). The 2022-2023 Perceptions of Chinese Overseas Development Survey (BRI Perceptions Survey) also benefited from the expertise of colleagues who served as advisors or pre-testers, including Ousseynou Ngom (Hewlett Foundation), Samuel Brazys (University College Dublin), Bradley Parks (AidData, William & Mary), and Philip Roessler (William & Mary).

Many thanks are due to our talented team of research assistants who supported the BRI Perceptions Survey, including: Harrison Abramsohn, Dawn Bangi, Alondra Belford, Ori Ben-Ari, Eric Brewer, Catherine Brady, Riley Busbee, Gabriella Cao, Makayla Cutter, Sarah Dowless, Riley Graham, Megan Jenkins, Patrick Kavanaugh, Emma Landi, Kristen Lauritzen, Rachel McGraw, Noelle Mlynarczyk, Cassie Nestor, Matthew Nwaneri, Elaine Perkins, Brigid Rawdon, Will Rieck, Peter Rizkallah, Benjamin Robb, Christopher Rossi, Ramona Shelton, Megan Steele, and Tom Zhang.

Citation

Custer, S., Horigoshi, A., and K. Marshall. (2024). BRI from the Ground Up: Leaders from 129 countries evaluate a decade of Beijing’s signature initiative. Williamsburg, VA: AidData at William & Mary.

Executive Summary

In 2013, the advertised value proposition of Beijing’s Belt and Road Initiative (BRI) was clear: access to capital for physical and digital connectivity projects at scale, with minimal policy conditions, and impressive speed. Leaders in low- and middle-income countries saw the People’s Republic of China (PRC) as having the political will and the financial means to help them improve physical, digital, and people-to-people connections. Over the past decade, Beijing has become the Global South’s go-to infrastructure banker and most controversial debt collector.

Opinion runs hot on whether the PRC’s debt-financed development represents a net benefit or a net negative for partner countries. Nevertheless, a blindspot remains: what does the BRI look like from the ground up? AidData’s 2022-2023 Perceptions of Chinese Overseas Development Survey (BRI Perceptions Survey) helps to close this critical information gap. In this report, we analyze how 1,650 public, private, and civil society leaders from 129 countries think about the PRC as a development partner, the trade-offs of its projects, and the BRI overall.

How do Global South leaders think about Beijing as a development partner?

Seventy-nine percent of leaders surveyed viewed Beijing as actively supporting development in their country, often through financing and training. Even as it faces headwinds amid stories of debt distress and environmental decay, the PRC remains the infrastructure partner of choice for 38 percent of leaders globally, outstripping other major powers. Leaders from democracies and autocracies alike appreciated the economic potential of the PRC’s development model. However, Beijing’s brand does not extend as readily into other sectors. Few leaders viewed the PRC as their preferred partner in social, environmental, and governance domains, instead strongly preferring to work with democracies such as the United States, United Kingdom, and France or regional powers.

How do Global South leaders assess trade-offs of PRC development projects?

Leaders’ perceptions of Beijing’s development projects often align with its actual portfolio—bigger dollars and fewer policy conditions, but with lower levels of transparency, capacity, and quality. Context matters too: a sizable number of respondents view the PRC as offering more favorable financial terms, perhaps relative to borrowing from private capital markets, even as its assistance often involves loans using market rates rather than grants. Leaders also see trade-offs. They give high marks to the PRC for improving access to public services and economic gains from connectivity, access to technology, and vocational training. Conversely, they see these advances coming at the expense of worsening pollution, climate vulnerability, and corruption. Beijing attracted negative media attention for its domestic handling of the pandemic, but its contributions to COVID-19 response and recovery in other countries were seen more favorably. Ninety percent of respondents said that Beijing’s pandemic assistance either improved or had no impact on their views of the PRC as a development partner.

How has the PRC’s engagement with partner countries evolved in the BRI era?

International media scrutiny aside, more coverage of the BRI has not improved understanding of the initiative in the Global South. One-quarter of leaders struggled to articulate the BRI’s purpose and 40 percent were uncertain whether their country was a member. Leaders had more defined views on how Beijing’s engagement in their country has changed over the last decade. Three-quarters of leaders reported that the PRC had increased the number and size of projects in their country since 2012. The majority reported an uptick in the use of Chinese laborers, suppliers, and firms to implement these projects. While most leaders said they did not know the number of BRI projects in their country, they assumed these projects had larger dollar values and relied more on Chinese labor and expertise. As a brand, the BRI may have to navigate path dependence in the future: leaders strongly associate Beijing’s investments with infrastructure.

Looking forward, the report illuminates three implications for the future of the BRI and the PRC’s partnership with the Global South. First, Beijing must be prepared to navigate vulnerabilities from a growing gap between what it is willing to fund and what its partner countries want. Second, Beijing’s competitors will need to be more proactive in articulating their own value proposition in ways that are responsive to partner country priorities. Third, heavy-handed attempts by the PRC’s strategic competitors to vilify Beijing’s contributions as entirely bad for local economies will ring hollow. Instead, a more constructive approach would help countries maximize the economic benefits of PRC-financed development projects while mitigating debt distress, environmental harms, and higher corruption.

1. Introduction

Announcing its signature Belt and Road Initiative (BRI) in 2013, the People’s Republic of China (PRC) positioned itself as a go-to global infrastructure bank (Horigoshi et al., 2022). The advertised value proposition for leaders in low- and middle-income countries was clear: access to capital to deliver physical and digital connectivity projects at scale, with minimal policy conditions, and impressive speed (ibid). The timing was right for countries seeking financing to close a chronic infrastructure gap to grow their economies (Dobbs et al., 2013; Woetzel et al., 2017).

The launch of BRI did not occur in a vacuum. The PRC has been bankrolling an increasing number of overseas development projects since the early 2000s (Malik et al., 2021). It was already outspending the United States and other traditional Organization of Economic Cooperation and Development (OECD) donors after the 2008-09 Asian financial crisis (ibid). Most of this financing supported infrastructure projects in relatively risky financial markets (Horn et al., 2021). Low- and middle-income countries saw Beijing as having the political will and the financial means to follow through on promises to improve physical, digital, and people-to-people connections.

Fast-forward to today: Beijing and its partner countries are actively navigating and managing these earlier choices. In 2024, the PRC is contending with a new reality. It is not merely the banker behind the Global South’s infrastructure bonanza; it has also become the largest and most controversial debt collector. Over two decades, the PRC channeled US$1.3 trillion to support over 20,000 development projects in 165 countries, primarily using debt financing such as loans approaching market rates (Parks et al., 2023).

Opinion runs hot on whether the PRC’s debt-financed development represents a net benefit or a net negative for partner countries—from stories of debt distress and environmental decay to endorsements of the BRI as critical to achieving the United Nations sustainable development goals. Nevertheless, a blindspot remains: what does the BRI look like from the ground up? This report analyzes what public, private, and civil society leaders from 129 countries have to say about the PRC as a development partner, its projects, and the BRI overall. 

AidData’s 2022-2023 Perceptions of Chinese Overseas Development Survey (hereafter BRI Perceptions Survey) took the pulse of 1,650 government, civil society, and private sector leaders from low- and middle-income countries to understand how they view the costs, benefits, and outcomes of PRC-financed development projects.[1] Respondents came from 23 policy areas of expertise. Table 1 includes a breakdown of survey responses by geographic region and stakeholder group.[2] To our knowledge, this is the first survey to systematically capture perceptions of the BRI comparably among those who make and shape development policy across the Global South.

Table 1. Global BRI Perceptions Survey, Composition of Sample Responses

Geographic Region

Percent of responses received

Government officials (executive branch)

40.4%

NGO/CSO leaders

20.6%

University, think tank, and media

14.2%

Local representatives of development partners

11.9%

Private sector leaders

6%

Parliamentarians

3.4%

Other

3.3%

Stakeholder Group

Percent of responses received

East Asia and the Pacific

13.5%

Europe and Central Asia

5%

Latin America and the Caribbean

17.9%

Middle East and North Africa

7.8%

South Asia

5.5%

Sub-Saharan Africa

50.4%

Other

0%

The remainder of this report is organized as follows. Section 2 examines what leaders have to say about the PRC as a development partner vis-à-vis other major bilateral actors. Section 3 explores how Global South leaders assess the trade-offs and outcomes of PRC-financed projects in their countries. Section 4 considers how the PRC’s engagement with partner countries has evolved in the era of BRI and COVID-19. In Section 5, we conclude with lessons learned.

2. Positioning: How Does the Global South Perceive China as a Development Partner?

Leaders in low- and middle-income countries today have more choices when sourcing capital and expertise to fuel their development (Custer et al., 2023). This status quo was not always the case. In the 20th century, most development finance came from a relatively small club of advanced economies and multilateral suppliers, playing by the same rules (ibid). Aid was most often in the form of grants, concessional no- or low-interest loans, and technical expertise.

Today, the development finance landscape looks decidedly different, partly due to the PRC’s rising prominence as an infrastructure financier. However, the supply side is only part of the development finance story. For each new project Beijing bankrolls, there is a willing government or private sector counterpart on the other side of that transaction. The BRI Perceptions Survey closes an information gap in understanding the Global South’s demand to work with the PRC.

This chapter provides a baseline by analyzing leaders’ responses to general barometer questions about the PRC relative to other major powers, including perceived involvement in supporting development in their countries, preferred partners in each sector, and best development models for their countries. In the remainder of this section, we break down three key takeaways:

Finding #1
China is highly visible in the eyes of Global South leaders as a supplier of development financing and training.

Beijing’s efforts to become a dominant player in development finance have not gone unnoticed. Seventy-nine percent of leaders surveyed reported that the PRC was not only present but active in supporting development in their countries, trailing the United States (U.S.) by a mere three percentage points (Figure 1). Beijing’s assistance was strongly associated with financing, such as grants and loans (72 percent), as well as scholarships, training, and exchanges (68 percent). It was seen as less active in supplying technical assistance and policy advice, in-kind support, and non-military security assistance (Figure 2). Democracies viewed the PRC as more active (82 percent) than their autocratic peers (77 percent), contrary to speculation that Beijing prefers working with authoritarian regimes. 

Regionally, the PRC is most visible in Sub-Saharan Africa, where 87 percent of respondents said it was an active development partner, ahead of France (68 percent), Russia (28 percent), South Africa (27 percent), the United Kingdom (UK) (71 percent), and the U.S. (83 percent). This is unsurprising, given Beijing’s revealed interest in the region: Sub-Saharan Africa attracted 42 percent of PRC-bankrolled projects over two decades and one-fifth of its development finance dollars (Table 2). In a similar vein, Beijing was seen as more active (81 percent) than all but Japan (95 percent) in East Asia and the Pacific region, an early recipient of PRC financing and among the first wave of signatories to the BRI.

At first blush, the PRC’s strong showing in the Western hemisphere is surprising, as countries have only recently started joining the BRI. Eighty-two percent of respondents in Latin America and the Caribbean viewed the PRC as active, trailing the U.S. by six percentage points. Following the money provides an important clue. While the PRC’s dealings in Africa and Asia have invited greater scrutiny, Latin America and the Caribbean quietly became the third largest recipient of Beijing’s non-emergency financing (US$306.2 billion, 21 percent), outspending the U.S. in the region by 5-to-1 (Custer et al., 2023; Dreher et al., 2022) between 2000 and 2021. Considering Beijing’s emergency lending, the region catapults to the single largest recipient of development finance dollars overall (US$415.3 billion, 26 percent). Conversely, by substantial margins, Beijing was seen as much less active than the UK and the U.S. in South Asia, the Middle East, and North Africa.

Figure 1. Which countries do Global South leaders see as most active in supporting development?
Figure 2. Which foreign governments do Global South leaders say provide specific kinds of development support?
Table 2. Development Partner Official Financing (2000-2021), by Region
Region PRC* France Russia* U.S. UK
East Asia and the Pacific $215.98B
3,841 projects
 $22.27 B
36,951 projects
 $0.45 B
54 projects
 $29.44 B
61,351 projects
 $9.67 B
14,306 projects
Europe and Central Asia  $326.2 B
1,631 projects
 $6.0 B
9,390 projects
 $1.37 B
66 projects
 $27.41 B
76,838 projects
 $3.61 B
7,954 projects
Latin America and the Caribbean  $306.24 B
2,428 projects
 $23.373 B
24,190 projects
 $2.41 B 28 projects  $57.31 B
13,2994 projects
 $6.83 B
13,660 projects
Middle East and North Africa  $122.116 B
1,086 projects
 $44.20 B
35,570 projects
 $0.18 B 34 projects  $112.65 B
51,054 projects
 $17.90 B
10,062 projects
South Asia  $135.85 B
1,343 projects
 $8.29 B 9,418 projects  $0.02 B 17 projects  $74.20 B 53,575 projects  $33.96 B
20,720 projects
Sub-Saharan Africa  $326.16 B
7,583 projects
 $87.03 B
83,403 projects
 $0.22 B 87 projects  $203.7 B
24,4817 projects
 $80.34 B
52,427 projects
Multi-Region  $4.02 B 45 projects  $32.07 B
9,978 projects
 $0.22 B 70 projects  $169.38 B
75,184 projects
 $67.36 B
28,732 projects
Global Total  $1,436.56 B
17,957 projects
 $223.23 B
208,900 projects 
 $4.87B 356 projects  $674.08 B
695,813 projects
 $219.66 B
14,7861 projects 

Notes: This table shows the volume of official finance (official development assistance and other official flows) in dollars and project counts by region of interest provided by a given development partner to low- and middle-income countries from 2000-2021. For the U.S., the UK, and France, this includes coverage for all years and is based upon donor reporting to the OECD’s Creditor Reporting System. For Russia, this includes a more limited number of years, 2015-2020, reported to the CRS. Since the PRC does not transparently report its assistance to the CRS, we instead use AidData’s project-level Global Chinese Development Finance Dataset, Version 3.0 for 2000-2021. We excluded the PRC’s emergency lending (e.g., balance of payment loans and currency swaps) from this analysis. Source: Custer et al. (2022) and Dreher et al. (2022). AidData’s Global Chinese Development Finance Dataset, Version 3.0. OECD. (2022). Creditor Reporting System.

Finding #2
China is the infrastructure partner of choice, but leading democracies enjoy a competitive edge in other sectors.

Despite growing criticism over its investments’ financial and environmental sustainability in recent years, the PRC’s appeal as a go-to infrastructure funder remains formidable. Thirty-eight percent of respondents globally selected Beijing as their preferred partner for projects related to energy, transportation, and infrastructure (Figure 3). The PRC’s infrastructure advantage is strongest in Sub-Saharan Africa, where nearly half of these leaders chose Beijing among the alternatives. The Middle East and North Africa was the only region where the PRC was the preferred partner of less than one-quarter of respondents.

This dynamic presents a quandary for the PRC in light of a growing gap between what it is willing to fund and what its partners want. Beijing has already begun to shift away from bankrolling new infrastructure projects, instead supplying emergency lending to bail out countries struggling to service debts from old infrastructure projects (Parks et al., 2023).

Nevertheless, it will take some time before Beijing’s partners in the Global South dislodge the perception that the PRC is a one-stop shop for all things infrastructure. When asked about projects the PRC supported in their countries (Figure 4), infrastructure was top-of-mind for respondents, who most frequently cited projects related to transportation (77 percent); government equipment and buildings (51 percent); energy, industry, and mining (47 percent); and digital telecommunications (40 percent). Relatedly, 70 percent of Beijing’s non-emergency development finance between 2000 and 2021 focused on the infrastructure and energy sector (Table 3).

Conversely, President Xi’s Global Development Initiative faces a public relations challenge to position the PRC as a leader in promoting stronger, greener, and healthier global development (CIKD, 2023). A tiny fraction of respondents said that the PRC was their preferred partner in the environment and governance sectors, 5 and 2 percent, respectively, lagging far behind Western democracies like the U.S., UK, and France (see Figure 3). 

Whether this is a firmly held preference on philosophical grounds or a function of path dependence remains to be seen. Over the last two decades, less than 1 percent of Beijing’s non-emergency financing supported environmental and governance projects (Custer et al., 2023; Dreher et al., 2022). Moreover, only 5 percent of respondents identified governance or public sector management as areas of focus for Chinese-financed development projects in their countries (see Figure 4).

Leaders in low- and middle-income countries recognize Beijing’s long-standing involvement in the social sectors: 44 percent of respondents said the PRC supported education, health, sports, or culture projects (see Figure 4). Relatedly, half of respondents pointed to the PRC’s use of people-to-people exchanges to support development in their country. Nevertheless, this activity has not translated into high demand, as yet, across the Global South to work with Beijing on social sector-focused development projects. Only 7 percent of respondents selected the PRC as their preferred partner in the social sector over other major powers. Global South leaders were more likely to view the PRC as a preferred partner in the social sector (7 percent, see Figure 3).

One plausible reason why so few leaders identify the PRC as a preferred social sector partner is that it substantially underspends in absolute and relative terms. Although roughly half of its projects are related to the social sector, these activities attract only 6 percent of Beijing’s non-emergency development finance dollars (Custer et al., 2023; Dreher et al., 2022). The lion’s share of the PRC’s development finance is instead bankrolling activities in the sector that the PRC is most well known for—infrastructure (ibid). By comparison, Western democracies devoted 30 percent or more of their financing to support social sector projects (OECD, 2023). If the PRC is to move the needle, it may need to demonstrate that it is willing to put its money where its mouth is and double down on investments in the social sector.

Western democracies face the opposite challenge. Their efforts to position the G7 Partnership for Global Infrastructure and Investment (PGII) as a sustainable alternative to the BRI may be hindered by the persistent narrative that their comparative advantage is in other arenas. Just over 10 percent of respondents each identified the U.S. and France as their preferred partners for infrastructure, compared to the alternatives (see Figure 3). In only two regions did other actors catch up to the PRC as the frontrunner in this sector. In Europe and Central Asia, the U.S. and the PRC were in a dead heat at 27 percent each. In the Middle East and North Africa, France narrowly surpassed the PRC by just one percentage point.

Perceptions are not deterministic, but they signal that Western democracies have a long road ahead to articulate and demonstrate a compelling value proposition for their infrastructure-focused initiatives. One place to start might be examining what their financing says about their priorities. Over the last two decades, Western democracies like France, the UK, and the U.S. spent between 6 and 13 percent of their development assistance budgets on projects in the infrastructure sector (OECD, 2023). This amount is minuscule compared to nearly three-quarters of the PRC’s development finance in this sector (Custer et al., 2023; Dreher et al., 2022).

Of course, attempting to outspend the PRC head-to-head may not be feasible or desirable. The West is uniquely well-positioned to help Global South counterparts build more robust systems to manage debt financing responsibly and build institutional capacity and accountability to mitigate environmental, social, or governance risks from PRC-financed projects. Another strategy could be teaming up with regional powers such as Japan in East Asia and the Pacific and India in South Asia, which leaders see as more credible alternatives to the PRC in the infrastructure arena.

Figure 3. Which countries are seen by Global South leaders as preferred partners, by sector and region?
Figure 4. Which development projects do Global South leaders say China typically supports in their country?
Table 3. Development Partner Official Financing (2000-2021), by Sector
Sector PRC* France Russia* U.S. UK
Environment $0.27 B
82 projects
$11.19 B
12,321 projects
 $0;
0 projects
$10.8 B
31,683 projects
 $7.50 B
9,600 projects
Government $10.94 B
1,682 projects
 $6.5 B
18,399 projects
 $0.04 B
4 projects
 $91.87 B
128,550 projects
 $28.05 B
39,916 projects
Infrastructure $1,008.3 B  $28.22 B
2,924 projects
 $0.01 B
3 projects
 $38.08 B
27,139 projects
 $15.63 B
10,749 projects
Social $86.22 B
8,764 projects
 $66.83 B
92,784 projects
 $0.17 B
15 projects
 $228.37 B
235,811 projects
 $66.61 B
47,654 projects
Other $330.83 B
3,325 projects
 $110.48 B
60,263 projects
 $4.64 B
334 projects
 $304.95 B
272,629 projects
 $101.87 B
39,937 projects
NA $0
0 projects
 $0
0 projects
 $0
0 projects
 $0
1 project
 $0 B
5 projects
Total $1,436.56 B
17,957 projects
 $223.23 B
208,900 projects
 $4.87 B
356 projects
 $674.08 B
695,813 projects
 $219.66 B
147,861 projects

Notes: This table shows the volume of official finance (official development assistance and other official flows) in dollars and project counts by sector of interest provided by a given development partner to low- and middle-income countries between 2000-2021. The sector estimates were based upon a manual crosswalk between the OECD CRS sector/themes and the sector groupings used for the BRI Perceptions Survey. We owe a debt of thanks to Bryan Burgess for producing this crosswalk and estimate for us. For the U.S., UK, and France, this includes coverage for all years and is based upon donor reporting to the OECD’s Creditor Reporting System. For Russia, this includes a more limited number of years, 2015-2020, reported to the CRS. Since the PRC does not transparently report its assistance to the CRS, we instead use AidData’s project-level Global Chinese Development Finance Dataset, Version 3.0 for 2000-2021. We excluded the PRC’s emergency lending (e.g., balance of payment loans and currency swaps) from this analysis. Source: Custer et al. (2022) and Dreher et al. (2022). AidData’s Global Chinese Development Finance Dataset, Version 3.0. OECD. (2022). Creditor Reporting System.

Finding #3
When looking abroad for inspiration, democracies and autocracies alike see the allure of Beijing’s development model.

Over one-third of leaders surveyed said their country should pursue their own development model rather than follow in the footsteps of others (Figure 5). Among those looking farther afield, respondents most frequently turned to the PRC (16 percent) as having an attractive model for their countries to learn from, followed by the U.S. (12 percent). However, this is not to say that leaders always view the PRC’s actions with rose-colored glasses. When asked whether they approved or disapproved of the job performance of a foreign power’s senior government leaders, 28 percent of respondents said they disapproved of PRC leadership, compared to considerably lower disapproval of the U.S., the UK, and France (Figure 6). The only power inviting greater censure was Russia (50 percent), which, given the survey timing, likely reflects perceptions around the Russo-Ukraine war.

Sub-Saharan Africa was most enthusiastic about both the appeal of the PRC’s development model and general favorability. Roughly one-fifth of respondents from that region selected the PRC as the best model for their countries to follow. This revealed preference could indicate a desire among African leaders to assert greater autonomy from the prescriptions of former colonial powers and to chart their own course instead. Relatedly, respondents from Sub-Saharan Africa also gave a markedly higher approval rating (51 percent) to the PRC’s senior government leadership, +12.5 percentage points ahead of the global average (see Figure 6).[3] 

Leaders from other regions such as Latin America and the Caribbean (9 percent) and Europe and Central Asia (0 percent) were more skeptical that the PRC’s development model was an attractive path for their country, viewing the U.S. as a preferred alternative (13 and 29 percent, respectively). Respondents from Latin America and the Caribbean hold higher ambivalence or uncertainty regarding the PRC, with 44 percent indicating that they neither approved nor disapproved of that government’s senior leadership. This likely reflects the perception of the PRC as a more recent player in the region. The PRC faces a different challenge in Europe and Central Asia, where extremely high levels of disapproval (56 percent) of Chinese senior government leadership may signal more systemic Sinophobia among elites in the region (Custer, 2019).

In East Asia and the Pacific, leaders look to neither the U.S. nor the PRC, but rather Japan. Twenty-one percent of respondents selected the regional power as the most attractive exemplar for their countries. Japan also enjoys unusually high approval ratings, with nearly 70 percent of respondents expressing their approval of Japan’s senior government leadership. In South Asia, respondents were generally favorable towards India’s senior government leadership (46 percent approve, 21 percent disapprove) as a regional power but more pessimistic about the prospects of emulating its development model.

Strikingly, the survey underscores the danger of simplistic assumptions about the links between political ideology, favorability of foreign powers, and the appeal of disparate development models. For example, a common supposition is that leaders from autocratic countries are predisposed to be more favorable towards authoritarian foreign powers like the PRC, while democracies express greater affinity for Western democracies. In fact, leaders from both autocracies and democracies expressed higher levels of approval of the job performance of U.S. and UK senior government leadership than the PRC.[4] 

Another like-attracts-like assumption would be that respondents gravitate to the development models of countries like theirs. This, too, is not necessarily the case. Notably, respondents from both autocracies (+5 percentage points) and democracies (+3) were more likely to choose the PRC over the U.S. (the second choice) as the development model that was best for their countries (see Figure 5). Leaders’ attraction to the PRC’s model may have less to do with political ideology than economics, given Beijing’s success in dramatically reducing the percentage of its population living in extreme poverty (China Power, 2021) and respondents’ stated preference to work with Western democracies on issues related to governance and the rule of law.

Figure 5. Which countries do Global South leaders choose as representing the best model for development?
Figure 6. How do Global South leaders rate the leadership of foreign powers?

3. Trade-offs: How Do Leaders Weigh the Benefits, Costs, and Outcomes of PRC Projects?

The PRC is one of the largest and most controversial sources of development finance in the Global South today. Although Beijing was bankrolling projects overseas as early as the 1950s (Information Office of the State Council People’s Republic of China, 2011), these early efforts were relatively modest in size, generous in terms, and attracted little scrutiny. This state of play dramatically changed with the fanfare of the BRI’s arrival in 2013 as a signature initiative of Chinese President Xi Jinping. The PRC’s engagement in the Global South became viewed through the lens of big-ticket infrastructure projects, implemented with minimal transparency and reliant on debt financing.

Skeptics argue that the costs outweigh the benefits, citing adverse spillover effects for local communities. Advocates counter by saying that the PRC unlocked unprecedented amounts of capital for countries to fuel their economies and that criticism of the BRI is a side effect of intensified great power competition and Sinophobia rather than the merits of the projects themselves.

AidData and other research groups have helped separate myth from fact by documenting the scope, terms, and implementation of the PRC’s development project portfolio. Substantially less attention has been paid to how Beijing’s prospective partners in low- and middle-income countries view the trade-offs and outcomes of these projects. The BRI Perceptions Survey is a significant step forward in closing this knowledge gap by systematically collecting, aggregating, and analyzing insights from public, private, and civil society leaders on their experiences of PRC-financed development projects in 129 countries.

This chapter reveals how leaders think about the trade-offs of development projects bankrolled by Beijing. We analyze leader responses to more specific survey questions about the perceived benefits and drawbacks of working with the PRC; the visible economic, environmental, and governance outcomes of these projects; and Beijing’s support to their countries in the era of COVID-19.

 In the remainder of this section, we break down three key takeaways:

Finding #4
Leaders view the PRC as offering better financial terms and fewer policy conditions, but with less transparency, capacity, and quality.

What is the PRC’s value proposition as a development partner in the eyes of Global South counterparts? Respondents highlighted several benefits of the PRC’s projects (Figure 7): fewer economic, political, or environmental conditions attached (41 percent); more favorable financial terms (37 percent); greater alignment with a partner country’s national interests (35 percent); and fewer delays (27 percent). The top four benefits globally held true across democracies, autocracies, and all regions but one. Latin America and the Caribbean did not rate fewer delays as highly; instead, they emphasized higher-quality expertise.

Leaders also cited drawbacks (Figure 8), saying that PRC-financed projects discouraged greater transparency in reporting on project finances, terms, or progress (32 percent); built less capacity in local partners (32 percent); and were completed with lower quality (22 percent). The three drawbacks held true across democracies, autocracies, and most regions. The exception was that MENA, Europe and Central Asia, and South Asia were less concerned about quality than other considerations. Some of these perceptions align with what we know from analyzing Beijing’s portfolio of overseas development projects over two decades, while others diverge from this conventional wisdom.

Conditionality—linking aid access to a country’s willingness and ability to meet economic, political, social, or environmental policy conditions—has often been a feature of assistance provided by many advanced economies of the OECD’s Development Assistance Committee, along with international finance institutions like the World Bank (Guillaumont et al., 2023). Although support for this tool has wavered in Western capitals in recent years, respondents still view conditionalities as a distinguishing feature of what traditional donors offer.

PRC assistance does not include the same policy conditionalities; however, that is not to say that this financing is absent of conditions altogether. Financing may come with quid pro quo obligations to support the PRC’s preferred foreign policy positions (Custer et al., 2018a and 2019) or grant Beijing “preferred creditor” status in the repayment queue (Guillaumont et al., 2023). The BRI Perceptions Survey responses imply that leaders may discount these fuzzy future obligations to the PRC instead of the up-front costs of adhering to the explicit policy conditions favored by traditional donors today.

One of the PRC’s clear comparative advantages as a development partner has been Beijing’s ability to source and fast-track approval of project ideas directly from counterpart leaders. It is no surprise that respondents view Beijing’s assistance as more closely aligned with their national priorities—an important predictor of perceived donor performance in past AidData surveys (Custer et al., 2018 and 2021). Comparatively, other bilateral and multilateral actors have decidedly less flexibility, constrained by practices of earmarking and directives (e.g., financing that can only be used for a specifically defined purpose) by parliaments and shareholders or as dictated by the requirements of their organizational mission (Runde et al., 2021; OECD, 2022). This places them at a relative disadvantage.

The need for speed may be more pronounced in democratic countries, argues Liberia’s former Minister of Public Works, W. Gyude Moore (2024), as leaders turn to Beijing to help them deliver quickly and visibly for constituents. Beijing does indeed have a formidable track record: delivering infrastructure projects at a much faster rate (2.7 years on average) than an international finance institution (IFI) like the World Bank (5-10 years on average) (Parks et al., 2023). Historically, this discrepancy might have been explained by the IFI’s inclusion of environmental, social, and governance (ESG) safeguards that the PRC’s projects lacked. However, this has changed recently as Beijing incorporates more ESG-style risk mitigation measures to curb criticism (ibid).

Contrary to expectations, leaders from low- and middle-income countries felt that PRC projects offered more favorable financial terms. On the surface, this finding conflicts with what we know about the terms of PRC-financed development projects. Past research by AidData and others has extensively documented that Beijing operates more like a “banker than a benefactor,” financing projects primarily with debt instruments such as loans approaching market rates or export credits (Dreher et al., 2022).

One interpretation of this result is that a lack of transparency and the PRC’s effective propaganda efforts could contribute to a large information deficit for leaders who may not fully understand the costs of Beijing’s financing. An alternative explanation is that generosity might depend on what leaders compare PRC financing against. If leaders compare PRC financing to the cost of accessing private sector capital for infrastructure projects, it could be true that the PRC offers more favorable terms, even if those are less favorable than usually seen from OECD Development Assistance Committee donors.

Respondents identified the lack of transparency as a drawback of PRC-financed projects. This insight tracks closely with past research, which found that the financial contracts for PRC projects often contain confidentiality clauses that restrict borrowers from revealing the existence or terms of the debt (Gelpern et al., 2021). This may contribute to the misperception regarding the favorability of Chinese lending terms mentioned above.

An early rationale for the BRI was to help Chinese leaders export excess industrial capacity in its steel and construction industries to put to productive use abroad (Hillman & Sacks, 2021; Mathew & Custer, 2023). Beijing’s approach is akin to “circular lending”: the PRC provides financing for Chinese suppliers, implementers, and laborers to deliver its projects with limited inclusion of local businesses (Horn et al., 2021). Respondents likely feel that Beijing’s in-sourcing approach to project implementation to Chinese firms and labor comes at the expense of building capacity in its local partners.

Concerns regarding lower quality as a drawback of working with the PRC vary considerably across regions. There was more heightened pushback from leaders in Asia and Africa, regions with relatively higher project volumes.

Figure 7. What do Global South leaders say is the most important benefit of partnering with China on development projects?
Figure 8. What do Global South leaders say is the biggest drawback of partnering with China on development projects?

Finding #5
COVID-19 did not appear to diminish China in the eyes of the Global South; in fact, the majority of leaders’ attitudes towards the PRC improved or remained the same.

Given the global supply chain repercussions of the COVID-19 crisis, we asked leaders how that crisis affected PRC-financed projects. Forty-five percent of respondents were uncertain whether COVID-19 impacted BRI projects (Figure 9). Among those leaders who did cite disruptions, they most frequently pointed to delays in implementation (24 percent), redesign to accommodate restrictions (14 percent), and postponement or cancellation of projects (15 percent).

Beyond its usual slate of development projects, Global South leaders pointed to a variety of ways that the PRC showed up to deliver essential supplies to help them navigate a devastating global pandemic (Figure 10). Respondents most often referred to the donation of vaccines (62 percent), personal protective equipment (60 percent), and other medical supplies (44 percent).

The context above might explain why most leaders surveyed reported a more positive view (56 percent) of the PRC as a development partner or no change (34 percent) in light of its response to COVID-19 (Figure 11). This finding starkly contrasts with more negative attitudes widespread in Global North media and policy discourse about China and COVID-19. Europe and Central Asia was the only deviation from this general trend, with more leaders reporting negative views of Beijing (35 percent unfavorable, 26 percent favorable).

Figure 9. In what ways do Global South leaders say COVID-19 affected BRI projects in their country?
Figure 10. What kinds of COVID-19 support do Global South leaders say China provided to their country?
Figure 11. Do Global South leaders view China differently than before, in light of China’s COVID-19 support in their country?

Finding #6
Leaders see clear trade-offs from PRC development projects: economic gains, environmental harms, and mixed local governance.

How do leaders in low- and middle-income countries assess the outcomes of PRC-financed development projects? Respondents gave Beijing their highest marks for generating positive economic impacts through its projects (Figure 12). Leaders said that PRC-financed development projects had increased connectivity, such as easing the movement of people and goods (58 percent), in line with an important BRI objective. Roughly half of leaders surveyed credited Beijing’s projects with improving trade or tourism revenues (47 percent), access to technology or expertise to enter new sectors (50 percent), and vocational training or education opportunities (49 percent).

Interestingly, given concerns about Beijing not investing in local capacity, half of respondents said that the PRC’s projects had increased jobs for local workers. This result likely has less to do with the use of local labor to implement PRC-financed projects than the impression that Beijing’s investments open up future employment opportunities. Leaders from autocracies and democracies were generally positive about the PRC’s economic contributions to their countries; however, the latter was more tempered across these indicators.[5] 

Respondents from Sub-Saharan Africa (52 percent) were the most enthusiastic of their regional peers about the economic benefits of PRC projects, followed by South Asia (-3 percentage points), East Asia and Pacific (-8), and the Middle East and North Africa (-10). Europe and Central Asia was more skeptical about these economic gains: it was one of the few regions where a higher proportion of leaders said that PRC projects worsened rather than improved local jobs (43 percent unfavorable, 19 percent favorable) and training/education prospects (43 percent unfavorable, 14 percent favorable).

Global South leaders do not wear rose-colored glasses when assessing the outcomes of PRC projects. Instead, they see clear trade-offs: economic gains at the expense of environmental bads (Figure 13). Respondents expressed concern that Beijing’s projects were worsening levels of air and water pollution (45 percent), sustainable natural resource use (49 percent), protection of wildlife and forests (46 percent), and climate vulnerability (42 percent). Leaders were less critical in one area: PRC financing and countries’ preparedness for natural disasters (27 percent unfavorable, 19 percent favorable).[6]

Half of respondents from autocracies, on average across all indicators, were concerned about potential adverse environmental impacts from PRC-financed projects, compared to roughly one-third of their peers in democratic countries. Ostensibly, this divergence could reflect the fact that democracies may have stronger institutional safeguards in place to protect the public interest such that this could mitigate the risk of negative environmental spillovers.

Censure for the environmental harms from PRC projects was most pronounced where Beijing has the longest track record: Europe and Central Asia (56 percent unfavorable), East Asia and the Pacific (-3 percentage points), and Sub-Saharan Africa (-11). The sentiment was more positive in regions where the PRC is a relatively newer player. One-fifth of leaders from Latin America and the Caribbean argued that the PRC’s projects had improved rather than worsened pollution levels in their countries. More leaders in the Middle East and North Africa saw the PRC’s projects as contributing to the sustainable use of natural resources and lower pollution than causing harm in these areas.

Leaders in low- and middle-income countries held the greatest ambivalence about the governance impacts of PRC-financed projects, with two noteworthy exceptions: public services and corruption levels. Across seven indicators, 62 percent of respondents on average reported that Beijing’s projects had no impact on their country’s governance (Figure 14). Yet, leaders reported that PRC-financed projects trigger two countervailing outcomes: improved public service delivery (42 percent favorable), at the expense of worsening levels of corruption (52 percent unfavorable).

Corruption was top-of-mind as a negative spillover from PRC projects for respondents across regions, attracting the largest share of negative responses (25 to 66 percent unfavorable). Leaders from autocratic and democratic countries alike agreed that corruption was getting worse in the wake of Beijing’s development projects (53 versus 51 percent). In some regions, this pessimism extended to other governance indicators like access to justice and crime levels in East Asia and Pacific (33 and 42 percent unfavorable, respectively). In Europe and Central Asia, one-third or more of respondents were concerned about worsening media freedom, social unrest, and access to justice.

Figure 12. What do Global South leaders say about how Chinese projects have impacted their economies?
Figure 13. What do Global South leaders say about how Chinese projects have impacted environmental conditions in their country?
Figure 14. What do Global South leaders say about how Chinese projects have impacted governance in their country?

4. How Has the BRI Changed the Way Beijing Partners with the Global South?

In late 2023, the PRC celebrated the tenth anniversary of the BRI with great fanfare, releasing a white paper outlining the initiative’s accomplishments to date and hosting its third summit for participating members. Long on rhetorical flourish, the white paper argued that the BRI was “proposed by China but belonging to the whole world” and helped its partner countries by “offering a Chinese solution to global development issues” (SCIO, 2023).

Beijing has a formidable track record in expanding BRI participation. To date, 150 member states have joined BRI, representing 60 percent of the world’s population and one-third of the global economy (Brinza, 2023), along with 30 international organizations. The PRC signed “more than 200 cooperative agreements” related to the BRI (Sacks, 2023) and attracted high-profile endorsements from institutions such as the United Nations (UN, 2019).

Nevertheless, there are some early warning signs of BRI fatigue. An uptick in global media coverage of the BRI, particularly between 2017 and the outbreak of the COVID-19 pandemic, has begun to taper off in recent years (Garcia-Herrero & Schindowski, 2023). While more positive than negative, media sentiment has cooled off in some regions, with the largest changes in tone evident among the first wave of countries joining the BRI (ibid). BRI hold-out countries have yet to be persuaded, underscored by persistently negative sentiments in media coverage (Mokashi et al., 2022) and citizen perceptions (Horigoshi et al., 2022). Some participating countries suspended or canceled BRI projects (Parks et al., 2023), while Italy dropped out of the initiative (Mazzocco and Palazzi, 2023).

Less certain, ten years into implementation, is how much has actually changed in how Beijing engages with its partner countries in the Global South since the announcement of the BRI? With the BRI Perceptions Survey, we asked Global South leaders to share their impressions of the BRI: what was its purpose, was their country a member, how many projects were there, what was the focus of these activities, and how Beijing’s engagement evolved from 2012 to 2022.

In the remainder of this section, we break down three key takeaways:

Finding #7
Uncertainty swirls around the BRI: 40 percent of leaders were unsure if their country was a member, and 25 percent were uncertain of its purpose.

Despite international media scrutiny and Beijing’s propaganda machine, more coverage of the BRI does not appear to have improved understanding of the initiative in the Global South. Asked whether their country was a member of the BRI, 42 percent of leaders surveyed replied, “don’t know/not sure” (Figure 15). Uncertainty was particularly acute in Sub-Saharan Africa, where nearly 65 percent of respondents were unaware of their country’s membership status.

High uncertainty about membership could indicate that leaders are less interested in the BRI as a club working towards “win-win solutions” than in the specific details of PRC-financed development projects in their country. Alternatively, this result could reflect countries joining the BRI at different times. Most African countries did not sign on to the BRI until after 2017, compared to an earlier start for their Asian peers. Notably, leaders from regions with a longer track record of participation, such as Europe, Central Asia, and South Asia, were more likely to know if their country was a BRI member.

Beyond membership, respondents were also asked about how they would define the BRI. The most common response was that the BRI is “how the Chinese government describes its vision for partnering with other countries on economic and development issues” (34 percent). Once again, however, nearly a quarter of respondents chose “don’t know/not sure” when faced with that question, with the highest uncertainty reported in regions like Sub-Saharan Africa and Latin America and the Caribbean, where the BRI is a relatively newer phenomenon.

Respondents from Europe and Central Asia were more likely to have an answer on the purpose of BRI—only 5 percent were unsure. Leaders from this region also tended to be more skeptical than their peers, with roughly one-third of respondents viewing BRI as “an advertising or marketing campaign to promote development projects financed by the Chinese government.”

Figure 15. Do Global South leaders know whether their country has joined the BRI?

Finding #8
Leaders do not know the number of BRI projects but assume they have larger dollar values and are more reliant on Chinese labor and expertise.

Leaders may be uncertain about the BRI as a membership club, but they have more defined views on how Beijing’s engagement in their country has changed over the last decade. Three-quarters of leaders reported that the PRC had increased the number and size of projects in their country since 2012 (Figure 16). Leaders’ perceptions are highly consistent with the early stages of the BRI when there was a ramp-up of new activities, including a tripling of the number of projects worth US$500 million or more (Malik et al., 2021). However, it is also clear that Global South countries have not yet fully internalized Beijing’s decreasing appetite to bankroll new big-ticket infrastructure projects in favor of deploying emergency lending to bail out legacy projects experiencing distress.

Most leaders surveyed (68 percent) reported that the use of Chinese laborers, suppliers, or firms to implement PRC-financed projects had increased in the past decade (see Figure 16). This finding is consistent with research that estimated that 89 percent of BRI projects were implemented by Chinese state-owned enterprises (Hurley et al., 2018). Public pushback on the use of imported Chinese labor in some countries has prompted the PRC to begin shifting its practices, such as through the roll-out of Luban workshops which train local workforces to work on BRI projects (Wang, 2020; Yau & van der Kley, 2021).

Leaders also answered additional questions about what they would consider a “BRI” project. Most respondents (62 percent) were uncertain about the number of BRI projects in their country even when provided a range of possible options, or they assumed a negligible number of 10 or fewer projects (24 percent). This result could reflect the overall lack of visibility of PRC investments, making it difficult for the general public and leaders to monitor the impacts. This finding could also indicate that leaders assume that BRI projects are substantively different from non-BRI projects, and only a few of the former are in their country.

Respondents do appear to contrast between what they consider to be a BRI project versus other PRC-financed activities (Figure 17). They assume that BRI projects are larger in monetary terms (59 percent) and more likely to use Chinese laborers, suppliers, or firms in implementation (63 percent). This impression is consistent with the supply of BRI-like projects: “larger-dollar [activities] financed with less generous terms, indicating that the PRC expects these projects to generate a clear economic return” (Horigoshi et al., 2022).

There is considerable regional variation in these results, with respondents from Europe and Central Asia and East Asia and Pacific most likely to see BRI projects as using more Chinese laborers, suppliers, or firms, compared to regions that are newer entrants to the BRI, like Latin America and the Caribbean.

Figure 16. What changes do Global South leaders report in China’s development support from 2012-2022?
Figure 17. How do Global South leaders see BRI projects as differing from other Chinese-financed projects?

Finding #9
The BRI brand may have to navigate path dependence: leaders strongly associate Beijing’s investments with infrastructure.

Global South leaders strongly associate the BRI with infrastructure, particularly projects in transportation, energy, and telecommunications (68 percent). Although Beijing framed BRI aspirations as strengthening connections between people and countries in five thematic areas (Horigoshi et al., 2022),[7] media coverage and popular discourse revolve around the PRC’s big-ticket investments in ports, roads, railways, power plants, and 5G. These “hard” infrastructure projects also attracted the lion’s share of the PRC’s financing. Comparatively, respondents were less likely to view social infrastructure projects (e.g., hospitals, schools, government administrative buildings) as associated with the BRI. 

Respondents strongly associate commercial investments such as economic zones (44 percent) and building industrial parks (36 percent) with the BRI in the economic development realm. By contrast, fewer leaders viewed activities that ease budget constraints, such as debt forgiveness (10 percent) and general budget support (9 percent), as indicative of the BRI. Leaders saw activities such as providing scholarships (32 percent) and conducting joint research projects (24 percent) as the most BRI-like activities to foster people-to-people ties.

5. Conclusion

On issues as hotly contested as the PRC’s growing engagement with the Global South and how the Belt and Road Initiative may shape the future of global development, it is difficult to separate signal from noise. In this report, we brought new evidence to bear on how public, private, and civil society leaders from 129 countries think about the PRC as a development partner, the outcomes of its projects, and the BRI overall. Leaders do not view the PRC’s contributions through rose-colored glasses but neither do they embrace an unhelpful debt trap diplomacy narrative which diminishes their agency to chart their own path.

In a crowded marketplace, how do those who make and shape development policies view Beijing’s value proposition relative to other major powers? The results of the 2022-2023 BRI Perceptions Survey underscore Beijing’s durability as a preferred infrastructure partner and the path dependence of its investments, which remain strongly associated with transportation, energy, and telecommunications. However, although leaders appreciate the economic potential of its development model, Beijing’s brand does not extend as readily into social, environment, and governance sectors.

Do low- and middle-income countries view Beijing’s projects as helping or hindering their development progress? Leaders’ perceptions often align with Beijing’s actual project portfolio—bigger dollars and fewer policy conditions, but with lower levels of transparency, capacity, and quality. Context matters too, as underscored by the sizable number of respondents who view the PRC as offering more favorable financial terms, perhaps relative to borrowing from private capital markets.

Ten years into implementation, how do Global South leaders perceive and experience the BRI from the ground up? Leaders see trade-offs. They give high marks to the PRC for helping to improve access to quality public services and to facilitate economic gains from increased connectivity, access to technology, and vocational training. Nevertheless, they understand that these advances are at the expense of worsening pollution, climate vulnerability, and corruption. There was less certainty about the BRI as a membership club—leaders struggled to articulate the purpose or whether their country was a member. What made more of a lasting impression was Beijing’s contribution to COVID-19 response and recovery, which leaders viewed as having a positive or neutral effect on perceptions of the PRC.

Looking forward, the survey results illuminate three implications for the future of the PRC’s partnership with the Global South and the BRI. First, Beijing must be prepared to navigate vulnerabilities in light of a growing gap between what it is willing to fund and what its partner countries want. Second, Beijing’s competitors will need to be more proactive in articulating their own value proposition in ways that are responsive to partner country priorities. Third, heavy-handed attempts by the PRC’s strategic competitors to vilify Beijing’s contributions as entirely bad for local economies are likely to ring hollow. Instead, a more constructive approach would be to help countries maximize the economic benefits of PRC-financed development projects while mitigating debt distress, environmental harms, and higher corruption levels.

6. References

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Parks, B. C., Malik, A. A., Escobar, B., Zhang, S., Fedorochko, R., Solomon, K., Wang, F., Vlasto, L., Walsh, K. & Goodman, S. 2023. Belt and Road Reboot: Beijing’s Bid to De-Risk Its Global Infrastructure Initiative. Williamsburg, VA: AidData at William & Mary.

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Sacks, D. (2023). China’s Belt and Road Initiative Enters Its Second Decade: Which Leaders Went to Beijing to Celebrate with Xi Jinping? October 17, 2023. Council on Foreign Relations. Retrieved from: https://www.cfr.org/blog/chinas-belt-and-road-initiative-enters-its-second-decade-which-leaders-went-beijing-celebrate 

SCIO. (2023). The Belt and Road Initiative: A Key Pillar of the Global Community of Shared Future. The State Council Information Office of the People’s Republic of China. October 10, 2023. Retrieved from: http://www.scio.gov.cn/zfbps/zfbps_2279/202310/t20231010_773734.html

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Wang, H. (2016). A Deeper Look at China’s Going Out Policy. Centre for International Governance Innovation. March 2016.

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Appendix A. Supplemental Data Sources Summary

Variable

Coverage period

Source and details

Chinese development financing

2000-2021

AidData’s Global Chinese Development Finance Dataset, 3.0 (Custer et al., 2023; Dreher et al., 2022)

CRS financing

2000-2021*

OECD’s Creditor Reporting System (CRS). All financing reported to the OECD-CRS system. *The data for Russia includes only 2015-2020

Appendix B. Details on the Implementation of the BRI Survey

Introduction

Policymakers and practitioners in low- and middle-income countries have a substantial influence over a multitude of sectors, and their decisions and beliefs have a strong impact on the direction of their country’s development and relations with other powers. However, we find that there is often very little available information on the beliefs, priorities, and preferences that shape these important decisions. While public opinion surveys are often circulated through the general population, very few examine the beliefs of the elite, and those that do often rely on convenience sampling frames, lacking a clear population of interest and a systematic way to sample them. This makes it incredibly difficult to identify the extent to which the respondent views are generally representative of the individuals whose beliefs we wish to identify.

AidData is a market leader in fielding large-n surveys of policymakers and practitioners in low- and middle-income countries in a consistent and comparable manner. One of the comparative advantages of our surveys is the leverage of a global sampling frame that was initially developed in 2010 and consistently updated to reflect the changes occurring in the sampling frame. Rather than employing a convenience sample that most market research firms use, we at AidData build out our own sampling frame using position maps of institutions throughout target countries to better identify the government agencies and organizations that execute functions relevant to our research questions, followed by the search for contact information related to the individuals holding these positions.

For the Perceptions of Chinese Overseas Development Survey, hereafter referred to as the BRI survey, our research team updated the institutional position maps and respondent sampling frames to include over 51,000 individuals throughout 129 countries globally. These potential respondents are government and development partner officials, civil society leaders, private sector representatives, parliamentarians, and independent experts from think tanks, universities, and media. In this appendix, we provide an overview of our methodology and describe key attributes of our sampling frame construction, questionnaire design, survey implementation, and data aggregation processes.

Defining the Population of Interest

Although it is impossible to capture the entire population of development policymakers and practitioners, our team takes incredible pains to identify a well-defined and observable population of interest for this survey. We define this population as those individuals who are knowledgeable about the formulation and implementation of government policies and programs in low- and middle-income countries between 2012 and 2022. We then break down this population into six key stakeholder groups, which are intended to identify the subgroups and how their priorities shift according to their work. These stakeholder groups are (i) officials from host government agencies; (ii) representatives of development partners operating in-country; (iii) leaders of civil society organizations and non-governmental organizations; (iv) representatives of private sector organizations, such as commercial associations; (v) independent experts from universities, think tanks, and media; and (vi) national-level parliamentarians.

Creating the Sampling Frame

The cornerstone of AidData’s Listening to Leaders sampling frame is the construction and application of Institutional Position Maps (IPMs) that identify as many of the relevant organizations in-country as possible according to a list of different organization types we have constructed for each of the six stakeholder groups. We then identify the key mid- and senior-level positions within each organization to inform subsequent contact searching.

Our research team first identified a list of ideal-type organizations for the six stakeholder groups that can be found across all countries that discharge functions relevant to our questions of interest. For the six stakeholder groups, we identified 67 ideal-type organizations, each of which was assigned a numeric code. For example, in the first stakeholder group, which identifies the individuals working within the host government, there are potentially 33 different types of organizations, such as the Ministry of Finance, the Supreme Audit Institution, and the National Statistical Office.

We then create an ideal Institutional Position Map for each country, which functionally identities the equivalent country-specific institutions and positions that can be mapped back to a list of the ideal-type organizations. The use of IPMs allows us to accommodate each country’s unique set of institutions while still facilitating cross-country comparisons due to our systematic inclusion criteria.

Once country-specific IPMs are up-to-date, our research team begins to search for the names, titles, and contact information of those individuals working at the mid- to senior-level of the organization. To do this, we utilize publicly available resources to identify the information of potential survey respondents, such as organizational websites and directories, international conference records, Who’s Who International, and public profiles on Facebook, Linkedin, X (formerly Twitter).

The variability in the degree to which individuals’ contact information is publicly available can result in an unbalanced sampling frame. In order to mitigate this risk, our research team has a quota system we use to attempt to identify an ideal number of contacts for each institution type in the IPM. These quotas help the team to ensure the sampling frame includes contacts for each institution type whenever possible.

By clearly defining a population of interest and constructing a master sampling frame that was stratified by country, stakeholder group, and institution type, we managed to overcome one of the most vexing challenges associated with expert panels and opinion leader surveys: the absence of detailed demographic data and the inability to assess the representativeness of findings at various levels. The stratification of our master sampling frame by country, stakeholder group, and institution type makes it possible to generate extremely granular elite survey data that can be published at varying levels of disaggregation without compromising participant confidentiality. It also enables analysis of the factors that influence participation rates, as well as the underlying sources of response bias.

Developing and Testing the Questionnaire

When deciding which questions to ask our sampling frame, we consider first what we are interested in learning about, and second, what perspective our respondents can supply that we cannot get otherwise. AidData staff then finalized research questions of interest for the survey, and designed modules to examine those themes - including perceptions of international actors, and then perceptions of the Belt and Road Initiative. With these themes, we created a series of questions to explore the themes in mind in collaboration with our partners.

Once we had developed a draft version of the questionnaire, we identified a set of external experts with experience working with large-scale surveys to review and give feedback on our instrument. Following these consultations, the research team updated the survey instrument and programmed it in Qualtrics (a respected software program for conducting online surveys). We then identified a set of pre-testers to take the survey using the Qualtrics platform and give feedback on the design to ensure a high-quality survey experience. After pre-testing the survey, the research team finalized the English questionnaire and had it translated into five additional languages: Arabic, French, Portuguese, Russian, and Spanish.

Fielding the Survey

The Perceptions of Chinese Overseas Development Survey was administered under the direction of Principal Investigator Samantha Custer and Co-Principal Investigator Ana Horigoshi in compliance with the standards set out by the William & Mary Institutional Review Board’s Protection of Human Subjects Committee (PHSC). The online survey was fielded on a rolling basis between July 2022 and April 2023, beginning with Sub-Saharan and North Africa, then extending to additional regions. The survey implementation was guided by best practices in survey methodology such as the Weisberg (2005) total survey error approach and the Dillman et al. (2009) tailored design methods.

Prospective survey respondents were first sent pre-notification messages approximately one week ahead of sending the invitation link. Survey recipients were then sent a tailored email invitation to participate that included a unique link to the online questionnaire. Over the course of the survey administration period, survey recipients received two different automated electronic reminders. The day and time of the reminders were varied to maximize the response rate. Survey participants were able to take the survey in one of six different languages: English, French, Spanish, Portuguese, Russian, and Arabic. Of 51,122 individuals who received our email invitation, 1,650 participated for a response rate of 3.2 percent. Table A-1 shows the breakdown of the sample of survey respondents by stakeholder group and region.

Table A-1: Global BRI Perceptions Survey, Composition of Sample Responses

Stakeholder Group

Percent of Responses Received

Government officials (executive branch)

40.4%

Parliamentarians

3.4%

NGO/CSO leaders

20.6%

Private sector leaders

6%

University, think tank, and media

14.2%

Local representatives of development partners

11.9%

Other

3.3%

Total

100%

Geographic Region

Percent of Responses Received

East Asia and the Pacific

13.5%

Europe and Central Asia

5%

Latin America and the Caribbean

17.9%

Middle East and North Africa

7.8%

South Asia

5.5%

Sub-Saharan Africa

50.4%

Other

0%

Total

100%

Appendix C. BRI Survey Questionnaire

Notes about the survey, usually explaining display logic, will be italicized and in red (like this section). Anywhere where the survey pipes in information, it will be indicated in red font, unitalicized.

Introduction

 

We would like to begin by asking you a few questions about your professional background.

Q1. Which of the following countries did you work in for the longest time between 2012 and 2022?

Please select only one option.

Respondents who selected ‘I did not work in any of these countries during this period’ routed out of the survey; respondent country selection piped into subsequent questions

Q2. In which type of organization did you serve for the longest time between 2012 and 2022?

Please select only one option.

Respondents who selected ‘I did not work in any of these countries during this period’ routed out of the survey

Q3. Please select all the years in which you held this position:

Module 1: General Perceptions of Development Partners

The next few questions are about views of foreign governments who may have supported development projects in country during the 2012 and 2022 period. We are interested in your perceptions, which may be based upon your knowledge or experience.

Q4. How active were the following foreign governments in supporting development in country between 2012 and 2022?

Not active at all

Minimally active

Somewhat active

Very active

Don’t know/Not sure

Prefer not to say

China

The US

Russia

The UK

France

Region-specific route-in

Region specific route-ins: Japan=East Asia & Pacific, India=South Asia, South Africa=Sub-Saharan Africa, Saudi Arabia=Middle East and Northern Africa, Brazil=Latin America & Caribbean, Germany=Europe, Türkiye (Turkey) = Central Asia.

Respondents who select minimally active, somewhat active, or very active on Q4 for one or more partners will be routed to Q5, respondents who select not active, don’t know, or prefer not to say for all partners on Q4 will be routed to Q7.

Q5. You identified the following foreign governments as active in supporting development in country. How do these actors typically provide support to your country? Please select all that apply.

Financial assistance (e.g., grants, loans)

Technical assistance or policy advice

Scholarships, training or exchange programs

In-kind support (e.g., food, raw materials, equipment,supplies)

Non-military security assistance (e.g. policing, peacekeeping)

Don’t know/ Not sure

Prefer not to say

Partners selected in Q4

Respondents will only evaluate those partners for which they selected minimally active, somewhat active, or very active in Q4

Q6. You identified the following foreign governments as active in supporting development in country. Which government is your preferred partner in each area? You may select up to one answer in each area.

Energy, transport, or telecommunications infrastructure?

Health, education, or social protection?

Governance or rule of law?

Natural resource management or environmental protection?

Partners selected in Q4

None of these partners

Other (please specify_____)

Don’t know/not sure

Prefer not to say

Respondents will only evaluate those partners for which they selected minimally active, somewhat active, or very active in Q4

Q7. In your opinion, which of the following countries, if any, would be the best model for the future development of country?

Please select only one option.

For Q7, each geographic region will have a region-specific route-in that is most applicable: Japan=East Asia & Pacific, India=South Asia, South Africa=Sub-Saharan Africa, Saudi Arabia=Middle East and Northern Africa, Brazil=Latin America & Caribbean, Germany=Europe, Türkiye (Turkey) = Central Asia.

Q8. Do you generally approve or disapprove of the job performance of the leadership of the following countries?

Approve

Neither approve or disapprove

Disapprove

Don’t know /not sure

Prefer not to say

China

The US

Russia

The UK

France

Region-specific route-in

For Q8, each geographic region will have a region-specific route-in that is most applicable: Japan=East Asia & Pacific, India=South Asia, South Africa=Sub-Saharan Africa, Saudi Arabia=Middle East and Northern Africa, Brazil=Latin America & Caribbean, Germany=Europe, Türkiye (Turkey) = Central Asia.

Respondents who selected not active, don’t know, or prefer not to say for China on Q4 will skip Module 2 and be routed directly to Q18 in Module 3. All others will be asked to complete Module 2, beginning with Q9

Module 2: Awareness of Chinese development projects

The next few questions are about your views of development projects supported by the Chinese government in country during the 2012 and 2022 period. We are interested in your perceptions, which may be based upon your knowledge or experience.

Q9. What types of development projects does the Chinese government typically support in country? Select all that apply.

Q10. How has the Chinese government’s support to development projects in country changed, if at all, between 2012 and 2022?

Much more

Somewhat more

No impact / Stayed the same

Somewhat less

Much less

Don’t know / not sure

Prefer not to say

Number of projects

Average amount of financing per project

Generosity of repayment terms

Inclusion of specific policy conditions

Use of Chinese laborers, suppliers, or firms to implement

Access to technical assistance or advice from Chinese experts

Inclusion of local partners in design or implementation

Q11. What do you think is the single most important benefit for country in partnering with the Chinese government, compared to other foreign governments, on development projects? Please select up to three.

 If more than one answer is selected in Q11, respondents receive Q11A as a follow up.

Q11. A. Please rank the benefits you selected in order of importance.

If more than one answer is selected in Q12, respondents receive Q12A as a follow up.

Q12. What do you think are the biggest drawbacks for country in partnering with the Chinese government, compared to other foreign governments, on development projects? Please select up to three.

Q12. A. Please rank the options you selected in order of biggest drawbacks.

Q13. Has Chinese government support to development projects in country made things better, worse, or had no impact on your economy in the following areas?

Much worse

Somewhat worse

No impact / Stayed the same

Somewhat better

Much better

Don’t know / not sure

Prefer not to say

Jobs for local workers

Vocational training or education opportunities

Access to capital to start or grow businesses

Technology or expertise to enter new sectors

Trade or tourism revenues

Standard of living

Ease of movement for people or goods

Q14. Has Chinese government support to development projects in country made things better, worse, or had no impact on the environment in the following areas?

Much worse

Somewhat worse

No impact / Stayed the same

Somewhat better

Much better

Don’t know / not sure

Prefer not to say

Level of pollution (e.g., air, water)

Protection of wildlife, forests, and oceans

Sustainable use of natural resources

Vulnerability to climate change

Preparedness for natural disasters

Q15. Has Chinese government support to development projects in country made things better, worse, or had no impact on your country’s governance in the following areas?

Much worse

Somewhat worse

No impact / Stayed the same

Somewhat better

Much better

Don’t know / not sure

Prefer not to say

Level of crime

Level of corruption

Access to quality public services

Media freedom

Access to justice (e.g., a fair trial)

Ability to register and participate in civic groups

Level of social unrest, protests, or riots

Q16. In what ways, if any, has the Chinese government supported in country in COVID-19 response, recovery or preparedness for future pandemics?

Q17. In light of the Chinese government’s response to the COVID-19 pandemic in country, do you view China as a development partner more positively, more negatively or the same as before?

Module 3: Belt and Road Initiative

The next few questions are about your views of China’s Belt and Road Initiative (sometimes called the One Belt, One Road Initiative or Silk Road Economic Belt) in country. We are interested in your perceptions, which may be based upon your knowledge or experience.

Q18. To your knowledge, has country joined China’s Belt and Road Initiative (BRI)?

Q19. Are there any additional ways that you would describe BRI in your own words?

Q20. Which of the following statements best describes the Belt and Road Initiative? Please select only one answer.

Q21. Which of the following do you consider to be a BRI project? Select all that apply.

Q22. Which of the following do you consider to be a BRI project? Select all that apply.

Q23. Which of the following do you consider to be a BRI project? Select all that apply.

Q24. How would you compare BRI projects to other development projects financed by the Chinese government in country in the following areas?

Much more

Somewhat more

Neither more or less

Somewhat less

Much less

Don’t know / not sure

Prefer not to say

Average amount of financing per project

Generosity of repayment terms

Inclusion of specific policy conditions

Access to technical assistance or advice from Chinese experts

Use of Chinese laborers, suppliers, or firms to implement

Inclusion of local partners in project design or implementation

Degree of publicity in Chinese and local media

Q25. To the best of your knowledge, how many BRI projects has the Chinese government supported in country to date? Please select only one answer.

Q26. In what ways has the COVID-19 pandemic affected BRI projects in country from January 2020 to the present day? Please select all that apply.

Q27. Please select the sector in which you have worked for the longest time period between 2012 and 2022. If you worked across multiple areas, please select one area you are most familiar with.

28. Are you willing to participate in a future survey or interview? We would like to learn from your updated perspectives on developments in country and elsewhere.

Appendix D. Weighting Scheme for Survey Aggregate Statistics – Inverse Probability Weight

The response rate to the Perceptions of Chinese Overseas Development Survey was 3.2 percent. In light of imperfect information about the representativeness of our sample vis-à-vis the sampling frame (i.e., the population of interest), we use a weighting scheme to mitigate the potential for bias in our results. Consistent with the 2018 and 2021 Listening to Leaders publications, we employ non-response weights to account for unit non-response (or survey non-response) and to redress potential bias deriving from it. To generate non-response weights, we took the following steps. First, we estimated the probability of survey response using a logistic regression. For all members of our sampling frame, we have information on their gender, country, and stakeholder group (e.g., host government officials, development partners). We used all these predictors to estimate the probability of survey response for each member of the sampling frame (as each factor was significant in predicting survey response). Then, we took the inverse of the estimated probability to arrive at the final nonresponse weights used for our analysis. Additionally, we cap the weights at two standard deviations from the mean in order to avoid excessively large weights. This weighting scheme is the standard method used in AidData surveys.

[1] The survey was fielded via Qualtrics between July 2022 and April 2023 across 129 low- and middle-income countries and semi-autonomous territories. Of the 51,122 individuals who received our email invitation, 1,650 participated, for an overall response rate of 3.2 percent.

[2] AidData mitigates potential bias in our surveys in three ways: (1) developing a robust sampling frame of individuals who represent our target population of interest to ensure there is a large enough set of final respondents to facilitate this analysis; (2) collecting data to monitor the demographics of those who receive an invitation versus those who respond to the survey to assess representativeness; and (3) using non-response weights when computing aggregate statistics (e.g., arithmetic means) from the survey results. More information is available in the accompanying Technical Appendix.

[3] Interestingly, African citizens also consistently present very high approval rates of Chinese leadership in comparison with other global regions, despite a declining trend that started around 2011, according to Gallup World Poll data.

[4] Among respondents from democracies, over 50 percent approved of U.S. and UK senior government leadership, compared to only 37 percent for the PRC. Among respondents from autocracies, a similar pattern emerged, where approximately 50 percent approved of U.S. and UK senior government leadership, compared to only 41 percent for the PRC.

[5] For example, the percentage of respondents from democracies that identified the PRC as improving various economic indicators was between 3 and 16 percentage points less.

[6] Attitudes were most favorable on this score in South Asia, where one-third of leaders saw the PRC’s projects as improving disaster preparedness.

[7] Specifically, retrospective analysis of President Xi’s speeches and other BRI documentation points to five key themes: (i) strengthening policy communication; (ii) improving infrastructure connectivity; (iii) promoting trade facilitation; (iv) enhancing monetary circulation; and (v) promoting people-to-people ties (Horigoshi et al., 2022).