| Literature DB >> 33917974 |
Baqir Lalani1, Rania Hassan1, Ben Bennett1.
Abstract
Efforts to address Micronutrient deficiencies (MNDs) in lower-and middle-income countries (LMICs) have been gaining pace in recent years. Commodities such as staple foods (e.g., cereals, roots, and tubers) and condiments (e.g., salt) have been targeted as 'vehicles' for fortification and biofortification through numerous projects and initiatives. To date, there have been mixed experiences with delivery and coverage with very little documented on the range of business models applied in different geographies, business conditions and polities and this makes classification and measurement of success and failure difficult. This research aims to address this gap in knowledge through proposing a typology that clarifies similarities (internal heterogeneity) and differences (external heterogeneity) between models and that can allow all types to be defined by the combination of attributes. Building on a comprehensive literature review; NVivo was used to code initiatives from 34 key references (955 cases in total) which have been grouped into 17 categories. Using non-metric multidimensional scaling (NMDS) we find evidence of four business model groupings that typify fortification initiatives: (1) Large-scale private, unregulated, (2) Mixed-Scale, private, unregulated (3) Large-scale, public-private, regulated; and (4) Large-scale, private, regulated. We characterise these four groups with country examples and suggest that this typology can help the discourse around viability of food fortification initiatives.Entities:
Keywords: biofortification; business models; fortification; nonmetric dimensional scaling (NMDS); typologies
Mesh:
Year: 2021 PMID: 33917974 PMCID: PMC8068339 DOI: 10.3390/nu13041233
Source DB: PubMed Journal: Nutrients ISSN: 2072-6643 Impact factor: 5.717
Five steps to developing the typology.
| Steps | Data | Thematic/Statistical Analysis | Results |
|---|---|---|---|
| Step 1. Literature search | Key word search found 106 articles, of which 34 were relevant for this study | ScienceDirect, Scopus, Google Scholar and Web of Science | 34 articles. (Full list can be found in |
| Step 2. Identifying cases | The articles were loaded onto NVivo to be analysed. | Information from each article were grouped into 17 different notes with each note representing a particular set of information. See | 17 nodes. See |
| Stage 3. Building the database | Information from NVivo were used to develop a master spreadsheet. Each case logged represented one fortificant type (e.g., Iron, Zinc, Vitamin A etc.) and one method of fortification (e.g., spraying, coating etc.). | Both VLOOKUP/and Pivot Tables were used to summaries the data | 955 cases were identified from 79 countries, of which 36 types of food vehicles were used, with minerals accounting for 34% and vitamins for 28%. |
| Stage 4. Statistical analysis | List of cases reduced from 955 to 263. This included only cases that have shown either successful or unsuccessful results. | 103 cases from 41 countries, of which 16 types of food vehicles were used, with minerals accounting for 25% and vitamins for 60%. | |
| Stage 5. developing the typology and further analysis | A set of four scoring criteria were developed using the data from Excel: | Cluster analysis based on the scoring criteria was used to produce a dendrogram to define the groups. | Four business model groupings identified: |
List of articles used for the typology.
| No. | Reference | Used in | Referenced in the Typology |
|---|---|---|---|
| 1 | Aaron, G.J., et al., | ✓ | ✓ |
| 2 | Aaron, G.J., et al., | ✓ | ✓ |
| 3 | Assey, V.D., et al., | ✓ | ✓ |
| 4 | Baltussen, R., C. Knai, and M. Sharan, | ✓ | X |
| 5 | Beinner, M.A., et al., | ✓ | ✓ |
| 6 | Bouis, H.E. and A. Saltzman, | ✓ | ✓ |
| 7 | Chilimba, A.D.C., et al., | ✓ | ✓ |
| 8 | Darnton-Hill, I. and R. Nalubola, | ✓ | ✓ |
| 9 | De Groote, H., et al., | ✓ | ✓ |
| 10 | Elhakim, N., et al., | ✓ | ✓ |
| 11 | Fiedler, J.L. and B. Macdonald, | ✓ | X |
| 12 | Fiedler, J.L. and C. Puett, | ✓ | X |
| 13 | Fiedler, J.L., et al., | ✓ | X |
| 14 | Forsman, C., et al., | ✓ | X |
| 15 | Garrett, G.S., C. Manus, and A. Bleuthner, | ✓ | ✓ |
| 16 | González, C., N. Johnson, and M. Qaim, | ✓ | ✓ |
| 17 | Greiner, T., | ✓ | ✓ |
| 18 | Gómez-Galera, S., et al., | ✓ | ✓ |
| 19 | Horton, S., | ✓ | X |
| 20 | Hotz, C., et al., | ✓ | ✓ |
| 21 | Humphrey, J. and E. Robinson, | ✓ | ✓ |
| 22 | Jenkins, M., et al., | ✓ | ✓ |
| 23 | Kaput, J., et al., | ✓ | X |
| 24 | Meenakshi, J., | ✓ | ✓ |
| 25 | Muange, E.N. and A. Oparinde, | ✓ | X |
| 26 | Nguyen, M., et al., | ✓ | ✓ |
| 27 | Hunter, D., et al., | ✓ | X |
| 28 | Ogunmoyela, O.A., et al., | ✓ | ✓ |
| 29 | Osendarp, S.J.M., et al., | ✓ | ✓ |
| 30 | Smale, M., et al., | ✓ | X |
| 31 | Stein, A.J., et al., | ✓ | ✓ |
| 32 | Tsang, B.L., et al., | ✓ | ✓ |
| 33 | Vaiknoras, K., et al., | ✓ | ✓ |
| 34 | Zimmerman, S., et al., | ✓ | X |
Summary analysis of relevant dimensions used in NVivo.
| Initial Dimension of Food Fortification Business (Lalani et al., 2019) | Characteristic of Dimension |
|---|---|
| (1) Fortification | Mode of fortification (fortification, biofortification or supplementation foods?) |
| (2) Fortificant | The type of fortificant used for each food vehicle e.g., vitamins or mineral. |
| (3) Food vehicle | Choice of food(s) used to for the fortification type. For instance, commodity, food product (weaning, sprinkles, bar, yoghurt etc), crop |
| (4) Technology | The type of technology (or special methods) used for the fortification process e.g., processing, spraying, coating, pre-mix etc. |
| (5) Regulation | The type of legislations found i.e., mandatory or voluntary inclusion |
| (6) Standards | Types of control mechanisms used to enforce regulations. It covers monitoring tools, quality checks and also covers issues of commitment, compliance and willingness to ensure the fortification process/output is delivered. |
| (1) Programme success | Based on the authors definition of success and/or whether the programme reached target. |
| (2) Geographical coverage | Supra-national, national, regional, district, group/cooperative |
| (3) Countries/Region | The country of operation. |
| (4) Country type | Economic status of target country e.g., high-income country (HIC), upper-middle income country (UMIC) etc. |
| (5) Firm type and size | Information on firm size, for instance, small and medium sized firm (SME) or large firm. |
| (6) Business model | Types of business model e.g., public led, private led and multi-sector partnerships |
| (7) Target group | Target customers/consumers and their characteristics e.g., whole population, specific vulnerable groups, age, gender, health status etc. |
| (8) Resources | Type of recourses used/needed to deliver the fortification programme e.g., financial support for small scale firms, data/information for biofortification programmes. Other resources include distribution networks such as national healthcare systems. Technology, machinery and material can also be considered as a resource which includes milling equipment, hammermills, blending mechanism |
| (9) Economics/costs | This includes any discussion on the cost of running the programme including margins, initial capital, cost of consumption (price) and production. |
| (10) Competition | Level/type competition between firms |
| (11) Marketing efforts | Branding and communicating the value of fortification programme |
Categories and description of fortificant type, food vehicle and country found for the 955 cases.
| Categories | Description |
|---|---|
| Fortificant type | |
| Food vehicle used for fortification ( | Banana, Beans, Biscuits, Bread, Cakes, Canola, Capsule, Cassava, Chickpea, Corn, Cowpea, Edible oil, Flour (Cereal, Maize, Wheat), Lentil, Maize (and other related products such Orange Maize and Maize meal), Margarine, Milk, Monosodium glutamate, Noodles, Oil, Pasta, Pastries, Pearl Millet, Potato (and Sweet potato, Powder, Pumpkin, Rice (Regular, Golden and Ultra), Salt, Sorghum, Soybeans, Sprinkles, Sugar, Tomato, Vanaspati, Wheat (and other related products such as Wheat buns and Wheat grain), Yogurt. |
| Countries ( | Afghanistan, Angola, Argentina, Australia, Bangladesh, Benin, Bolivia, Brazil, Burkina Faso, Burundi, Cambodia, Cameroon, Canada, Chad, Chile, China, Colombia, Costa Rica, Cote d’Ivoire, Democratic Republic of Congo, Denmark, Dominican Republic, Ecuador, Egypt, El Salvador, Eritrea, Ethiopia, Gambia, Ghana, Guatemala, Guinea, Guinea-Bissau, Haiti, Honduras, India, Indonesia, Ireland, Kenya, Liberia, Madagascar, Maharashtra, Malawi, Malaysia, Mali, Mexico, Morocco, Mozambique, Myanmar, Nepal, Nicaragua, Niger, Nigeria, Oman, Pakistan, Panama, Papua New Guinea, Paraguay, Peru, Philippines, Rwanda, Senegal, Sierra Leone, South Africa, Sri Lanka, Sudan, Sweden, Switzerland, Tanzania, Thailand, Togo, Turkey, Uganda, United States, Uzbekistan, Venezuela, Vietnam, Yemen, Zambia, Zimbabwe. |
List of categories used to develop the typology and their score.
| Final Index/Indicator | Scoring Objective | Categories Used from | Final Scoring Used for PCA/Scoring Explained |
|---|---|---|---|
| (1) Quality and standards | To identify whether national micronutrient guidelines were stated and/or the quality of the fortified vehicle is in line with consumer expectation (based on taste and habit). | Standards identified | Score 0.5 |
| Quality identified | Score 0.5 | ||
| (2) Supportive regulations/legislations/policies | To identify the types of supportive regulations found in each case. Different scores were given to mandatory and voluntary fortification cases | Regulation of business space | 0.25 if voluntary |
| 0.5 if mandatory | |||
| Government support | 0.5 if government support (e.g., subsides) provided | ||
| 0.5 if other government support provided | |||
| (3) Commercial viability | To identify the structure of the programme from ownership (collaboration between different sectors and firm size) and supply chain integration (i.e., vertical or horizontal integration) | Business/programme model | 0.25 if led by multiple sectors |
| 0.17 if led by either the privet or public sector | |||
| Collaboration (between different sized firms?) | 0.25 if collaborated with different size firms | ||
| Vertical integration | 0. 17 if vertical integrated | ||
| Horizontal integration | 0. 17 if horizontally integration | ||
| Integration with public systems | 0.17 if integrated with public distribution systems | ||
| (4) Target reached | Identify if the programme showed positive results e.g., high uptake in fortification products, reduce the Disability-Adjusted Life Year (DALY) fatalities, successful distribution etc. | Programme success | 1 if successful |
| 0.5 if not successful | |||
| (5) Governing Environment | Information was obtained from the Index of Economic Freedom to represent case country profiles [ | Scores range from 0 (low) to 1 (high) | |
Key characteristics for each case by group and scores (Please note complementary food here includes targeted fortification e.g., in relation to infants and/or home fortification such the use of micronutrient powders (MNPs) used with complementary foods or MNPs mixed with school meals (point-of-use fortification). In a few cases, business models that may be defined as community-led either had a strong public-sector/civil society component and have been included under either public-sector led/multi-sector partnerships for ease of interpretation).
| Group | Food vehicle (Figures Represent the Total Average per Vehicle in the Group) | Fortification Type | Scale | Business Model | Country | Legislation |
|---|---|---|---|---|---|---|
| Group A | Beans 12% ( | All biofortification | All large-scale | Multi-sector 80% ( | LIC 80% ( | All not stated |
| Cassava 7% ( | All biofortification | Small-scale 33% ( | Multi sector 33% ( | All LMIC | All not stated | |
| Maize (All maize products including maize flour) 22% ( | Biofortification 67% ( | All | Multi sector 67% ( | LIC 56% ( | Mandatory 11% ( | |
| Not stated (Cases where no vehicles were referenced) 2% ( | All complementary food | All large-scale | All public-led | All LIC | All voluntary | |
| Oil 7% ( | All fortification | All large-scale | Multi sector 33% ( | All LMIC | Mandatory 67% ( | |
| Other flour including cereal 5% ( | All fortification | All large-scale | Not stated 50% ( | All LMIC | All mandatory | |
| Pear Millet 2% ( | All biofortification | All large-scale | All multi sector | All LMIC | All not stated | |
| Powder 5% ( | All complementary food | All medium-Scale | Multi sector 50% ( | All LMIC | All voluntary legislation | |
| Rice 7% ( | Biofortification 67% ( | Not stated 33% ( | Multi sector 33% ( | LMIC 67% ( | Not stated 67% ( | |
| Salt 1% ( | All fortification | All small-scale | All multi sector partnerships | All LIC | All mandatory | |
| Sugar 5% ( | All fortification | All large-scale | Not stated 50% ( | All LMIC | All mandatory | |
| Sweet potato 10% ( | All biofortification | All large-scale | Multi sector 50% ( | All LIC | All not stated | |
| Wheat (All wheat products including wheat flour and grain) 12% ( | Biofortification 80% ( | Not stated 20% ( | Multi sector 40% ( | LIC 20% ( | Mandatory (partial) 20% ( | |
| Group B | Beans 3% ( | All biofortification | All large-scale | All not stated | All LIC | All not stated |
| Cassava 3% ( | All biofortification | All not stated | All multi-sector | All UMIC | All not stated | |
| Maize 14% ( | Biofortification 50% ( | Small-scale 25% ( | All not stated | LMIC 50% ( | Mandatory 25% ( | |
| Margarine 3% ( | All fortification | All large scale | All not stated | All HIC | All not stated | |
| Milk 3% ( | All fortification | All not stated | All public-led | All UMIC | All mandatory | |
| Oil 3% ( | All fortification | All large scale | All not stated | All LMIC | All mandatory | |
| Rice 38% ( | Biofortification 36% ( | Small-scale 9% ( | Not stated 55% ( | HIC 9% ( | Not stated 55% ( | |
| Sugar 17% ( | All fortification | Not stated 80% ( | Multi-sector 60% ( | LMIC 60% ( | Mandatory 80% ( | |
| Sweet potato 10% ( | All biofortification | All large scale | All not stated | LIC 67% ( | All not stated | |
| Wheat 3% ( | All fortification | All not stated | All not stated | All UMIC | All mandatory | |
| Group C | Oil 81% ( | All fortification | All large-scale | All multi-sector | LIC 85% ( | All mandatory |
| Sugar 19% ( | All fortification | All large-scale | All multi-sector | LMIC 67% ( | All mandatory | |
| Group D | Bread 6% ( | All fortification | All not stated | Not stated | All HIC | All not stated |
| Maize 18% ( | All fortification | All large-scale | Not stated | LIC 67% ( | All mandatory | |
| Oil 24% ( | All fortification | All large-scale | Not stated | LIC 50% ( | All mandatory | |
| Salt 6% ( | All fortification | All not stated | Not stated | All LMIC | All voluntary | |
| Wheat 47% ( | All fortification | All large-scale | Not stated | LIC 38% ( | All mandatory |
Results for each country type.
| Country type |
| Results |
|---|---|---|
| LIC | 36 | Biofortification ( |
| LMIC | 47 | Biofortification ( |
| UMIC | 17 | Biofortification ( |
| HIC | 3 | Biofortification ( |
LIC: low income countries; LIMIC: lower-and middle-income countries; UMIC: upper middle income countries; HIC: high income countries. Source: Author using data from Table A1.
Results for scale and programme type.
| Scale |
| Results |
|---|---|---|
| Large-scale | 83 | Biofortification ( |
| Medium-scale | 2 | All Complementary food, 1 successfully and 1 unsuccessful. |
| Small-scale | 4 | Biofortification ( |
| Not stated | 14 | Biofortification ( |
Source: Author using data from Table A1.
Results for business model and programme type.
| Ownership |
| Results for Each Programme Type |
|---|---|---|
|
| 40 | Biofortification ( |
| Private sector | 7 | Biofortification ( |
| Public-sector | 9 | Biofortification ( |
| Not stated | 47 | Biofortification ( |
Source: Author using data from Table A1.
Results for business model and country type.
| Ownership |
| Results for Each Programme Type |
|---|---|---|
| Multi-sector | 40 | LIC ( |
| Private sector | 7 | LMIC ( |
| Public-sector | 9 | LIC ( |
| Not stated | 47 | LIC (n = 12), 4 successful, 8 unsuccessful. |
Source: Author using data from Table A1.
Success of fortification/biofortification initiatives byregulation type.
| Regulations |
| Results |
|---|---|---|
| Mandatory | 47 | ◦ All Fortification, 24 successful 23 unsuccessful. |
| Mandatory (partial) | 1 | ◦ Fortification and successful. |
| Voluntary | 13 | ◦ Complementary food ( |
| Not stated | 42 | ◦ Biofortification ( |
Source: Author using data from Table A1.
Mean and standard error for each scoring criteria.
| Criteria | Mean Score | Standard Error |
|---|---|---|
| Quality and Standards | 0.59 | 0.04 |
| Supportive Regulations | 0.30 | 0.02 |
| Commercial Viability | 0.33 | 0.30 |
| Government Environment | 0.58 | 0.01 |
| Target | 0.85 | 0.02 |
Source: Author using data from Table A1.
Figure 1Mean score for LIC, LMIC and UMIC. LIC: low income countries; LIMIC: lower-and middle-income countries; UMIC: upper middle income countries; HIC: high income countries. Source: Author using data from Table A1.
Figure 2Cluster dendrogram used to derive the groups. Source: Author using data from Table A1.
Figure 3NMDS (Non-metric multidimensional scaling) using the total score for the 103 cases. Source: Author using data from Table A1.
Figure 4Mean score for each scording criteria Source: Author using data from Table A1.
Figure 5Typology Source: Author.
Explaintion of challenges which require continuous intervention and direct intervention.
| Intervention Type | Example Challenge | Explaination |
|---|---|---|
|
| Egypt, bread fortification (Group A) | In [ |
| Tanzania, salt fortification (Group A) | In [ | |
| Senegal and Mali oil fortification (Group C) | In [ | |
|
| Columbia, Rice fortification (Group B) | In [ |
| Nigeria, Uganda and Tanzania wheat fortification (Group D) | In [ |