JOURNAL OF RURAL STUDIES

Enhancing agency and empowerment in agricultural development projects: A synthesis of mixed methods impact evaluations from the Gender, Agriculture, and Assets Project, Phase 2 (GAAP2)
Quisumbing AR, Meinzen-Dick R, Malapit HJ, Seymour G, Heckert J, Doss C, Johnson N, Rubin D, Thai G, Ramani G, Myers E and
Development interventions increasingly include women's empowerment and gender equality among their objectives, but evaluating their impact has been stymied by the lack of measures that are comparable across interventions. This paper synthesizes the findings of 11 mixed-methods impact evaluations of agricultural development projects from South Asia and sub-Saharan Africa that were part of the Gender, Agriculture, and Assets Project, Phase 2 (GAAP2). As part of GAAP2, qualitative and quantitative data were used to develop and validate the multidimensional project-level Women's Empowerment in Agriculture Index (pro-WEAI), which was used to assess the impact of GAAP2 projects on women's empowerment. This paper assesses the extent to which: (1) a two- to three-year agricultural development project can contribute to women's empowerment; and (2) a suite of methods comprising a standardized quantitative measure of women's empowerment and a set of qualitative protocols, can evaluate such impacts. Our synthesis finds that the most common positive significant impacts were on the instrumental and collective agency indicators that comprise pro-WEAI, owing to the group-based approaches used. We found few projects significantly improved intrinsic agency, even among those with explicitly stated objectives to change gender norms. Unsurprisingly, we find mixed, and mostly null impacts on aggregate pro-WEAI, with positive impacts more likely in the South Asian, rather than African, cases. Our results highlight the need for projects to design their strategies specifically for empowerment, rather than assume that projects aiming to reach and benefit women automatically empower them. Our study also shows the value of a suite of methods containing a common metric to compare empowerment impacts and qualitative protocols to understand and contextualize these impacts.
Can a gender-sensitive integrated poultry value chain and nutrition intervention increase women's empowerment among the rural poor in Burkina Faso?
Heckert J, Martinez EM, Sanou A, Pedehombga A, Ganaba R and Gelli A
Understanding the types of food systems interventions that foster women's empowerment and the types of women that are able to benefit from different interventions is important for development policy. SELEVER was a gender- and nutrition-sensitive poultry production intervention implemented in western Burkina Faso from 2017 to 2020 that aimed to empower women. We evaluated SELEVER using a mixed-methods cluster-randomized controlled trial, which included survey data from 1763 households at baseline and endline and a sub-sample for two interim lean season surveys. We used the multidimensional project-level Women's Empowerment in Agriculture Index (pro-WEAI), which consists of 12 binary indicators, underlying count versions of 10 of these, an aggregate empowerment score (continuous) and a binary aggregate empowerment indicator, all for women and men. Women's and men's scores were compared to assess gender parity. We also assessed impacts on health and nutrition agency using the pro-WEAI health and nutrition module. We estimated program impact using analysis of covariance (ANCOVA) models and examined whether there were differential impacts by flock size or among those who participated in program activities (treatment on the treated). Program impacts on empowerment and gender parity were null, despite the program's multipronged and gender-sensitive approach. Meanwhile, results of the in-depth gender-focused qualitative work conducted near the project mid-point found there was greater awareness in the community of women's time burden and their economic contributions, but it did not seem that awareness led to increased empowerment of women. We reflect on possible explanations for the null findings. One notable explanation may be the lack of a productive asset transfer, which have previously been shown to be essential, but not sufficient, for the empowerment of women in agricultural development programs. We consider these findings in light of current debates on asset transfers. Unfortunately, null impacts on women's empowerment are not uncommon, and it is important to learn from such findings to strengthen future program design and delivery.
Rurality and social innovation processes and outcomes: A realist evaluation of rural social enterprise activities
Steiner A, Calò F and Shucksmith M
Although increasingly prominent in research, policy and practice, little is known about social innovation in a rural context. To address this knowledge gap, our paper explores . Drawing on 68 interviews carried out with beneficiaries, service providers and external stakeholders of a rural social enterprise initiative in Scotland, the paper adopts a realist evaluation theory (Pawson and Tilley, 1997) approach combined with Calò et al.'s (2019) social innovation analytical framework to identify Context-Mechanism-Outcome configurations for rural social innovation. The findings highlight that specific characteristics of rural places can act as stimuli of social innovation. Positive outcomes of a social innovation can potentially be rooted in rural peculiarity and its problematic context. Push factors, born out of necessity, lead to and pull factors, derived through harnessing perceived opportunities in the environment, lead to . Importantly, push factors do not undermine the establishment of social innovation - indeed, they can actually promote social innovation and strengthen its validity. The paper also shows that outcomes of the social innovation process might not be specific to rural areas. Instead, the pathway to the desired outcomes is conditioned by rural factors, shaping the contexts and mechanisms of rural social innovation. As different rural locations might have different resources to address local challenges, social innovation processes vary from one case to another, although the challenges being addressed might be similar. As such, rural social innovation policies should not be 'over prescribed'. Context creates both challenges and solutions and influences the type and form of mechanisms used to achieve a desirable social innovation outcome.
The relational agency of plants in produce supply chains during COVID-19: "Mother nature takes her course"
Elton S
The Ontario Food Terminal is a central node in the North American food system, the third largest wholesale produce market on the continent. During the first 20 months of the COVID-19 pandemic, qualitative research was conducted with food system actors to understand the impact of the public health crisis on produce supply chains. This paper contributes to the study of nonhumans in agri-food networks and rural spaces, specifically human-plant relations. Employing a posthumanist lens to investigate why produce supply chains continued to flow during the pandemic, it is argued that plants helped to keep supply chains moving at the Terminal in the face of crisis. Plant agency in this case is found to be the product of relationships with humans as well as nonhuman systems. This agency is collective in nature and is rooted in the plants' relationships with humans as perishable foods and commodities as well as ecosystem relationships. Further, the paper demonstrates how plant agency, that had political effects during the pandemic, is normalizing. This underlines the importance of considering the nature of the relationship in the context of relational agency, and highlights that it cannot be assumed that plants are allies in food system change.
Changing interventions in farm animal health and welfare: A governmentality approach to the case of lameness
Holloway L, Mahon N, Clark B and Proctor A
Lameness is a significant health and welfare issue in farmed animals. This paper uses a governmentality approach, which focuses on how a problem is made governable, to examine an emerging 'ecology of devices' introduced to intervene in, and attempt to reduce, on-farm incidence of lameness. These devices are associated with advisers who work with farmers on-farm; they enact lameness as a governable entity, are tools to assess the existence of lameness against established norms, and prescribe actions to be taken in response to evidence of lameness. In doing this they subjectify farmers and advisers into seeing and responding to lameness in particular ways. Using concepts of governmentality alongside other perspectives on the power relations and the simplifications and complexities involved in interventions in animal health and farm practice, the paper draws on in-depth research with advisers including vets and other paraprofessionals who work with farmers, and their cows and sheep. It explores how this set of devices introduces particular techniques and practices in lameness management, and produces farmer and adviser subjectivities. It then explores some of the problematics of this mode of governing lameness, including analysis of the limitations and unintended consequences of attempts to simplify lameness management. The paper concludes by arguing that its approach is valuable in analysing ongoing intensification of interventions in farming practices and in understanding the limits of such interventions and the unanticipated divergences from expected conduct.
Did the pandemic bring new features to counter-urbanisation? Evidence from Estonia
Tammaru T, Kliimask J, Kalm K and Zālīte J
This paper aims to shed new light on changes in counter-urbanisation over the past three decades. A specific focus will be placed on new features of domestic migration to non-metropolitan rural areas which have become apparent during the global coronavirus pandemic. We focus on the intensity, origins, and destinations of counter-urban moves, and on the individual characteristics of counter-urban movers. Based on a case study of Estonia, our main findings show, firstly, that urbanisation has been the predominant migration trend across the past thirty years, with the main destination of domestic migrants being the capital city and its urban region. Secondly, we find that counter-urban moves have gained importance over time and especially during the periods of economic bust. The most important new features of counter-urbanisation during the pandemic relate to the increased migration of families with children and people who have high-income occupations to non-metropolitan rural areas. These new features of domestic migration could serve to slow down or even reverse the long-term problem of population aging in the countryside and the loss of educated people there.
Does small-scale irrigation provide a pathway to women's empowerment? Lessons from Northern Ghana
Bryan E and Mekonnen D
Given persistent gender inequalities that influence how the benefits of technologies are distributed, the expansion of small-scale irrigation technologies requires the consideration of important gender dynamics and impacts. Women's lack of agency and access to resources relative to men, and other social constraints, often limit their ability to adopt and benefit from agricultural technologies. At the same time, expanding access to agricultural technology to women may provide a pathway for empowerment. This paper explores the potential for small-scale irrigation technologies to increase women's empowerment by evaluating the impacts of an intervention that distributed motor pumps to small groups of farmers in Northern Ghana. The paper draws on two rounds of survey data that included the Women's Empowerment in Agriculture Index, before and after the motor pump intervention was implemented. To control for possible selection bias at the baseline, the difference-in-difference method is used to estimate the impact of the program on indicators of women's empowerment. Spillover effects are estimated by comparing outcomes of farmers in treatment villages that did not receive the pumps with farmers in control villages, where no motor pumps were distributed. The results show no significant impact of the program on measures of women's empowerment. However, there are potential negative impacts, including among households that did not benefit from the intervention. The results highlight the need to pair interventions that distribute agricultural technologies with complementary investments in infrastructure that increase access to water for irrigation, as well as other activities and approaches that ensure women can reap the benefits.
Diné-centered Research Reframes the Gold King Mine Spill: Understanding Social and Spiritual Impacts Across Space and Time
Clausen RJ, Chief C, Teufel-Shone NI, Begay MA, Charley PH, Beamer PI, Anako N and Chief K
This paper explores how Indigenous-led research reframes the impacts and response to environmental disasters in the context of acid mine spills in rural communities of the Southwest United States. The collaborative research project addressing the Gold King Mine Spill (GKMS) designed qualitative methodologies that center Indigenous worldviews and contribute to broader understandings of environmental justice. The research team, led by Diné scholars and community leaders, gathered qualitative responses from 123 adult participants in twelve focus groups from three rural communities on the Navajo Nation. The project incorporated fluent Diné speakers and cultural consultants to lead focus groups in a manner consistent with cultural worldviews. The analysis of the focus group data resulted in original findings that reframe previous understandings of environmental harm by broadening the boundaries to include: 1) social relations across time; 2) social relations across space; 3) spiritual relations; and 4) restoring balance. The findings allow for greater insight into the colonial context of disaster on rural and Indigenous lands and confronts colonial-rooted disasters through Indigenous-informed political action.
Pivoting is exhausting: A critical analysis of local food system resilience
Nichols DC, Janssen DB, Beamer C and Ferring C
As COVID-19 caused severe disruptions to global supply chains in March 2020, local and regional food producers were widely heralded for their flexibility in adapting and 'pivoting' to meet changing market demand amidst public health protocols in ways their behemothic agri-food counterparts could not. While "resilient food systems" have become both an academic buzzword and a practical goal for urban and municipal planners, there is an emergent critical literature that calls for greater attention to questions of power within discourses on resilience. This article contributes to a more critical geography of food system resilience through analyzing the experiences of local food producers and meat processors in the state of Iowa, U.S. during the early pandemic period using a moral economy framework. We argue that while the small-scale, producers who market direct-to-consumer may show resilience in their ability to cope with and adapt to system shocks due to short supply chains and social relations, their uneven experience with socio-emotional and economic 'costs' of resilience merits increased attention from both academics and policymakers. The ethic of 'hustle' within farming, along with the greater social 'embeddedness' of market transactions in local food, invites a certain self-exploitation that is differentially enacted and experienced based on factors such as age, gender, health status, and their level of dependence on farm income. Our conclusions suggest that any policies focused on strengthening local and regional food system resilience need to also focus on the wellbeing of local food producers and promote policies towards dignified and remunerative work.
Rural revival? The rise in internal migration to rural areas during the COVID-19 pandemic. Who moved and Where?
González-Leonardo M, Rowe F and Fresolone-Caparrós A
During the outbreak of the COVID-19 pandemic, anecdotal evidence of a "rural revival" emerged mirroring the "urban exodus" hypothesis. Currently, we know that internal migration to rural areas increased in some countries during 2020, although not with the intensity speculated by the media. However, little is known about the attributes of rural areas attracting migrants, demographic composition of migration inflows, and if counterurbanisation movements persisted over 2021. Drawing on administrative population register data, we analysed the main types of rural areas pulling internal migrants in Spain and their demographic characteristics, namely age, sex and place of birth during 2020 and 2020, using the period 2016-2019 as a benchmark. Our results show that in-migration increased in rural areas close to cities and with high prevalence of second homes during 2020, while out-migration declined. Exceptionally high inflows persisted over 2021, but outflows converged to figures observed prior to the pandemic. Inflows to rural areas comprised internal migrants across a wide age spectrum, from young adults and families to retired individuals. These flows also comprised foreign-born, particularly populations of a wide age range from Latin American countries.
Foundations of Rural Resiliency: America during the COVID-19 Pandemic
Ngo CN
In recent decades, a culture of hopelessness has emerged among rural Americans, visible in epidemic levels of suicide, overdose, and other addiction-related illnesses. While the arrival of a novel coronavirus aggravated existing strains in rural economies, it also enabled positive transformations in some rural cities and towns. This research explores how businesses in rural America experienced and adapted to economic shocks caused by the Covid-19 pandemic and, in the process, changed the economic and social landscape. Applying a qualitative research methodology, the present research offers Pennsylvania's Central Susquehanna Valley as a case study, using data from 60 semi-structured interviews. The analyses demonstrate rural businesses' resiliency and adaptive responses, bolstered by embedded rural capitals and the unique characteristics of rural businesses themselves. Furthermore, the pandemic forced drastic changes for businesses in the rural landscape. On the one hand, Covid-19's losses and miseries take much material, human, and social resources from the rural community. On the other hand, changing relationships between businessowners and workers, and among partners in the supply chain could be long-lasting, creating extra rural capitals and better working relationships at the factory and beyond. Finally, adoption of new technologies and automation; new business directions, such as e-commerce and higher value-added production; and increases in mergers and acquisitions across industries were prevalent during 2020-2021. In many ways, the Covid-19 impacts could make rural America more dynamic and competitive. This research offers conceptual and empirical pathways to supporting economic and social development in rural America.
Investigating the impact of bank branch closures on access to financial services in the early stages of the COVID-19 pandemic
Higgs G, Price A and Langford M
There is a longstanding policy interest in understanding the impacts of changes in access to public and private services in rural areas. To date much of the empirical analysis concerning changing patterns of accessibility has been predicated on assumptions regarding the mode of transport used to access such facilities. The availability of new and open sources of data, and the increasing sophistication of spatial analytical tools, has enabled alternative transportation modes to be included when investigating the impact of service changes. In this study a nationwide analysis of changes in public transport provision and bank closures has enabled the identification of those parts of Wales that were disproportionally impacted by the loss of financial services during the early years of the COVID-19 pandemic. Drawing on local scenarios which show the combined impact of such changes, the findings demonstrate how temporal variations in accessibility can be used to examine potential patterns of exclusion that arise from the loss of key services. We conclude by suggesting that any assessment of changes in accessibility needs a holistic approach that considers changes in the transport infrastructure alongside other facets of service provision to understand the full impact of such closures on rural communities.
Framing of policy responses to migrant horticultural labour shortages during Covid-19 in the Italian print media
Carnibella F and Wells R
The Covid-19 pandemic led to a global food crisis. Like previous food crises how the debate is framed by food policy actors can have a bearing on policy outcomes. This study researches how the policy responses to migrant horticultural labour shortages, due to the pandemic, were framed in the Italian print media and how this relates to longer-term food policy making. Data were gathered from the six highest-circulation Italian daily newspapers. The coverage was dominated by left-leaning outlets and peaked in relation to Covid-19 recovery policies and political processes. Farmer industry bodies were the most quoted group, and the legalisation of undocumented migrant workers was the most frequently discussed policy response. A frames analysis was conducted and identified three principal frames: food security, worker exploitation and immigration. The worker exploitation and immigration frames were most frequently used by left-leaning newspapers, while centre-right papers used the food security frame the most often. The results suggest that media framing could contribute to both policy change, helping to open policy windows, as well as policy lock-ins, side-lining certain debates, actors and policy solutions. The research aims to contribute to growing empirical work which seeks to understand the impact of Covid-19 on migrant agricultural workers and food policy.
Knowledge acquisition and precautionary behaviors for individual resilience to the COVID-19 pandemic: A study of rural Latin America
Xiong A, Li Y, Liu S and Li H
The concept of resilience gains prominence as human society faces more frequent and impactful shocks and disturbances. This study seeks to investigate how rural populations build resilience amid the COVID-19 pandemic. A simple theoretical model is presented to illustrate the determinants of knowledge acquisition and precautionary behaviors among rural residents. Based on a High Frequency Phone Survey of 10,583 Latin American adults, this study found that rural residents were less capable of using informal channels (e.g., the internet) to collect COVID-19 information. Younger generations were generally less likely to adopt precautionary behaviors than the elderly. The age disparity, however, was relatively minor for rural populations. Costly preventive measures such as staying at home are less affordable for rural residents. Meanwhile, confidence in government ensures better compliance to ensure public health guidelines. We argue that internet skills, prosociality, and political confidence are necessary to build rural residents' resilience during the pandemic.
"": Agricultural worker experiences with the COVID-19 pandemic in a rural US-Mexico border region
Quandt A, Keeney AJ, Flores L, Flores D and Villaseñor M
California agricultural workers are predominately Latino/a, are medically underserved, and reside in larger households, placing them at elevated COVID-19 risk at work and at home. While some research has examined COVID-19 among agricultural workers in the interior of the United States, little research exists on experiences of COVID-19 along the US-Mexico border. Grounded in resilience thinking, this study aims to understand how agricultural workers navigated their heightened risk to COVID-19 at work and at home, and made use of available resources in the context of a bi-national community. Our study utilized qualitative interviews with 12 agricultural workers to understanding the COVID-19 experiences of resident and daily migrant agricultural workers in Imperial County, California, located along the US-Mexico border. Findings suggest that agricultural workers faced significant impacts and risks at work (work stoppages, stress about bringing COVID-19 home to family) and at home (contracting COVID-19, loss of friends and family, and mental health challenges). Agricultural workers and their employers often implemented COVID-19 precautions such as social distancing measures, personal protective equipment, hand washing and hand sanitizers, and isolation. Many agricultural workers did access testing resources on either side of the US-Mexico border and worked with US-based Spanish-speaking community-based organizations to register for vaccine appointments. To better support agricultural workers and their employers in the future, we recommend the following: 1. Prioritize agricultural workplace conditions to increase agricultural worker physical and mental health, 2. Extend public health services into agricultural work sites of transit and the workplace, and 3. Lastly, trusted Spanish-speaking community-based organizations can play a critical role in public health outreach.
Feminization, rural transformation, and wheat systems in post-soviet Uzbekistan
Najjar D, Devkota R and Feldman S
This paper examines how rural transformation in Uzbekistan alters gender norms and roles and, consequently, affects women's involvement in agriculture. We focus on the role that contextual factors, particularly kinship relations, government goals, and institutional structures each contribute to rural transformation and male out-migration, and how these, in turn, increase women's work in wheat production and processing. The wheat is the most important crop in the country which has the highest area coverage (35%) in Uzbekistan. We begin by highlighting the post-Soviet transition in Uzbekistan and its effects on the agricultural sector, including how households respond to opportunities for innovation. We then move to a discussion of our methodological approach drawing on insights from the GENNOVATE project, a collaborative initiative across 11 CGIAR centres that explored the relationship between changing gender norms in relation to women's roles in agricultural production and processing. Next, we examine an understudied topic in migration research i.e., how the transformation of agriculture contributes to increased dependence on unpaid female agricultural labour. We conclude with an analysis of how the feminization of agriculture alters household relations and women's participation in the public sphere. Significantly, we close with a reflection on what these changes mean for gender and innovation studies.
Diverse adaptation strategies helped local food producers cope with initial challenges of the Covid-19 pandemic: Lessons from Québec, Canada
Schreiber K, Soubry B, Dove-McFalls C and MacDonald GK
The Covid-19 pandemic has demonstrated the vulnerability of food systems to disturbances. Advocates have promoted short food supply chains as more resilient and adaptable thanks to their embeddedness in local economic and ecological networks. As part of a broader case study on challenges facing farmers in local food supply chains in Québec, Canada, we asked farmers about the pandemic's impacts on food production and marketing in the province, including how food producers coped with these challenges. We sent an online questionnaire to 1,046 farmers who distribute food through direct marketing in Québec, identified through consumer-facing online platforms. We conducted follow-up interviews with 15 of the 133 farmers that completed the questionnaire to gain a better understanding of their pandemic-related challenges and opportunities, as well as their adaptation needs and strategies. We identified four main types of challenges among farmers: workforce shortages, balancing food demand and supply, changes in sales outlets and marketing channels, and other operational and development issues. In turn, six key adaptation strategies helped farmers reorganize their marketing and sales, which we categorize as: redistribution, streamlining, replacement, collaboration, farm adjustment, and outlet adjustment. Most surveyed local farmers felt well-prepared to adapt to the four major challenges that the Covid-19 pandemic forged or escalated, and our findings suggest that they demonstrated remarkable resilience to additional challenges posed by the pandemic. Our study therefore contributes important insights about how flexibility and redundancy among local farmers stabilized the local food system during the onset of a global pandemic.
Women's empowerment, extended families and male migration in Nepal: Insights from mixed methods analysis
Doss CR, Meinzen-Dick R, Pereira A and Pradhan R
•Combining qualitative and quantitative methods sheds new light on women's empowerment processes.•Upper caste Nepali women are disempowered by patriarchy; lower caste women by poverty and patriarchy.•Non-migrant husbands mediate the disempowering effects of living with in-laws.•Control over time, not just hours worked, is an important component of empowerment.
Understanding decision processes in becoming a fee-for-hire service provider: A case study on direct seeded rice in Bihar, India
Brown B, Samaddar A, Singh K, Leipzig A, Kumar A, Kumar P, Singh DK, Malik R, Craufurd P, Kumar V and McDonald A
While Direct Seeded Rice (DSR) has numerous potential benefits to smallholder farmers in the Eastern Gangetic Plains of South Asia, it's out-scaling has been limited by both a lack of demand by farmers and limited supply of DSR services by machinery owners. This contrasts with the comparatively more rapid scaling of zero tillage wheat in the region. This trend is yet to be fully explored, particularly when focus has been placed almost exclusively on understanding DSR adoption though the lens of farm-level agronomic, economic and environmental performance. Given that limited DSR service provision is likely to be governed outside of these considerations, this study explores with zero tillage drill owners the decision processes they apply in deciding how to use their zero tillage drills. Respondents highlight a complex web of interrelated considerations that highlight the additional complexities of DSR as compared to existing practices. Using a novel 'Decision-making Dartboard' qualitative framework, these complexities are unpacked and a set of potential changes to the assumed theory of change for DSR scaling are identified, including considerations for selection of potential DSR service providers and responsibilities for promotion and extension of DSR to overcome the prevalent negative perceptions of DSR held broadly across the communities explored. The proposed framework and analysis process are also potentially useful for exploration of other farmer decision making processes more broadly.
Association between mental health and community support in lockdown communities during the COVID-19 pandemic: Evidence from rural China
Jia Z, Xu S, Zhang Z, Cheng Z, Han H, Xu H, Wang M, Zhang H, Zhou Y and Zhou Z
Governments worldwide have taken unprecedented social distancing and community lockdown measures to halt the COVID-19 epidemic, leaving millions of people restrained in locked-down communities and their mental well-being at risk. This study examines Chinese rural residents' mental health risk under emergency lockdown during the COVID-19 pandemic. It investigates how the environmental, socioeconomic, and behavioral dimensions of community support affect mental health in this emergency context. We also explore whether community support's effectiveness depends on the strictness of lockdown measures implemented and the level of individual perceived COVID-19 infection risk. We collect self-reported mental health risk, community support, and demographics information through a cross-sectional survey of 3892 Chinese rural residents living in small towns and villages. Ordinary least square regressions are employed to estimate the psychological effects of community support. The results suggest that the COVID-19 epidemic and lockdown policies negatively affect psychological well-being, especially for rural females. The capacity for community production has the largest impact on reducing mental health risks, followed by the stability of basic medical services, community cohesion, housing condition, the stability of communications and transportation supply, and the eco-environment. The effectiveness of different community support dimensions depends on the level of lockdown policy implemented and the levels of one's perceived risk of COVID-19 infection. Our study stresses the psychological significance of a healthy living environment, resilient infrastructure and public service system, and community production capacity during the lockdown in rural towns and villages.
Authoritarian populism and emancipatory politics in the rural United States
Roman-Alcalá A, Graddy-Lovelace G and Edelman M