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Leesa Shrader COMPARATIVE ANALYSIS OF SMALLHOLDER FARMERS IN KENYA, ZAMBIA AND TANZANIA Shapshot results from Tanzania, Kenya & Zambia AFA Program Director Washington DC, May 2018
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  • Leesa Shrader

    COMPARATIVE ANALYSIS OF SMALLHOLDER FARMERS IN KENYA, ZAMBIA AND TANZANIA

    Shapshot results from Tanzania, Kenya & Zambia

    AFA Program Director

    Washington DC, May 2018

  • 2

    Background: AFA Program Objectives

    Financial Inclusion and Climate Resilience Roundtable

  • 3

    Products & Services for SHF

    Last Mile Distribution

    Farmer Capability Tools

    Technology Start Up Acceleration

    Alternative Data & Credit Scoring

    AFA Approach: Innovation PartnerFinancial Inclusion and Climate Resilience Roundtable

  • AFA Approach: Outcomes & ImpactFinancial Inclusion and Climate Resilience Roundtable

    We expect to see 50% increases in income and productivity for farmers,

    with 50% outreach to women

  • 6

    Research Question 1: What is the profile of an average farmer in Tanzania, Kenya and Zambia?

    Socio-economic profile:

    • Kenya’s SHFs have the largest income gender gap both in total and relative terms.

    • Zambia’s SHFs education income gap is most pronounced: the median SHF with tertiary education earns $121, while the median SHF with no formal education or primary education only earns $9 or $12 a month.

    $40

    $69

    $121*

    $22

    $35

    $22

    $19

    $22

    $12

    $15

    $13

    $9

    Tanzania

    Kenya

    Zambia

    Median Monthly total income by education and country

    No Formal Education Primary

    Secondary Tertiary

    *Income levels might be skewed due to a small sample size in the tertiary category.

    3.1 Profile of Smallholder Farmers

    $22

    $38

    $18

    $16

    $20

    $14

    0 10 20 30 40

    Tanzania

    Kenya

    Zambia

    Median Monthly total income by gender and country

    Female Male

  • 7

    Research Question 1: What is the profile of an average (or median) farmer in Tanzania, Kenya and Zambia?

    Economic Profile (2) – income distribution of SHFs:

    • Income distributions in all three countries point towards a large share of SHFs living below $1/day.

    • Zambia observes the most unequal distribution: while it has overall fewer SHFs living below $2 /day than Tanzania, 48% of Zambian farmers still live below $0.5/day.

    43%

    24%

    12%

    5%

    4%

    6%

    2%

    4%

    Below $0.5/day

    $0.5-1/day

    $1-1.5/day

    $1.5-2/day

    $2-2.5/day

    $2.5-4/day

    $4-6/day

    Above $6/day

    Tanzania

    37%

    16%

    9%

    7%

    4%

    9%

    7%

    11%

    Kenya

    48%

    16%

    7%

    4%

    4%

    7%

    5%

    11%

    Zambia

    84% < $2 / day 69% < $2 / day 75% < $2 / day

    Disclaimer: Note that comparing SHF’s average income does not account for national differences in income levels. We can however interpret the income distribution for each country.

    3.1 Profile of Smallholder Farmers

  • 8

    Research Question 2: What is the uptake and usage of financial services by SHFs in Tanzania, Kenya and Zambia?

    Nature of Financial Uptake:

    • Kenya’s SHFs have the highest financial inclusion levels with only 9% who are excluded.

    • Of those who are financially included in Kenya, 33% are banked as opposed to 16% in Zambia and 7% in Tanzania.

    • Mobile money penetration is 56% in Kenya, while it is lowest in Zambia (16%) and 41% in Tanzania.

    3.2 Uptake and Usage of Financial Services

    7%

    33%

    16%

    41%

    56%

    16%

    7%

    2%

    2%

    9%

    4%

    36%

    9%

    62%

    0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 100%

    Tanzania

    Kenya

    Zambia

    % of Financial service uptake

    Banked Mobile Money Other Formal Informal Excluded

    Base: All SHFs

  • 9

    Research Question 2: What is the uptake and usage of financial services by SHFs in Tanzania, Kenya and Zambia?

    Nature of Financial Uptake:

    • SHFs in Tanzania make most use of informal services and are catching-up with insurance and mobile money.

    • 91% of Kenyan SHFs are formally included. Kenya has the highest take up across most types of financial services, except informal services and MFIs.

    55%48%

    30%

    15%7%

    2% 1%

    91%87%

    5%

    27%33%

    3%10%

    34%

    26%

    6%2%

    16%

    6% 3%

    0%

    10%

    20%

    30%

    40%

    50%

    60%

    70%

    80%

    90%

    100%

    Formal Mobile Money Informal Insurance Banked MFI SACCO

    Financial service uptake by type of service

    Tanzania Kenya Zambia

    3.2 Uptake and Usage of Financial Services

    Base: All SHFs

  • 10

    Mobile money services uptake by age:

    • In Kenya, mobile money uptake is similar for SHFs between 16 and 54 but decreases in groups older than this.

    • In Tanzania, mobile money uptake is bell-shaped with low values for the youngest and oldest SHF segments, peaking for SHFs between 45 and 54.

    • In Zambia, SHFs of all age groups have similar mobile money uptake.

    Research Question 2: What is the uptake and usage of financial services by SHFs in Tanzania, Kenya and Zambia?

    3.2 Uptake and Usage of Financial Services

    42%

    91%

    22%

    50%

    90%

    30%

    54%

    88%

    23%

    56%

    90%

    29%

    43%

    85%

    23%28%

    74%

    27%

    0%

    20%

    40%

    60%

    80%

    100%

    Tanzania Kenya Zambia

    Perc

    en

    tag

    e

    % of Population Using Mobie Money by Age Group

    Age 16 to 24 Age 25 to 34 Age 35 to 44 Age 45 to 54 Age 55 to 65 Above 65

    Base: All SHFs

  • 11

    42%

    58%

    No

    Yes

    Saving behaviour - Kenya

    Saving behaviour: Kenyan SHFs who save (58%) often do so by using mobile money (41% use KCB M-Pesa, 15% use MPesa and 12% use M-shwari). Savings groups are also used frequently (33%) and most SHFs have moved away from savings at home (‘savings in a hidden place’ = 1.2%).

    Base: SHFs who save

    41%

    33%

    15%

    12%

    8%

    6%

    5%

    5%

    5%

    4%

    3%

    3%

    2%

    1.3%

    1.3%

    1.2%

    1.2%

    1%

    0% 10% 20% 30% 40% 50%

    KCB M-Pesa Account

    Farmers’ savings and loan group

    M-pesa

    M-shwari

    Co-operative SACCO

    M-Co-op Cash

    Friend/family to guard against…

    Co-operative Bank

    Formal SACCO

    Equitel

    Others

    Chama

    Friends in rotating ROSCA

    Church SACCO

    Microfinance Bank

    Equity Bank

    Savings in a hidden place

    Family bank pesa pap

    Saving channels used by SHFs - Kenya

    3.2 Uptake and Usage of Financial Services

    Research Question 3: How do SHFs save and borrow in Tanzania, Kenya and Zambia?

  • 12

    77%

    23%

    No

    Yes

    Borrowing behaviour -Kenya

    Borrowing behaviour: SHFs in Kenya borrow are less likely to borrow than those in Tanzania (23% vs 45%). Those that do have mostly moved away from borrowing from friends or neighbour (5%) and are using informal groups, such as Chama (30%) or SACCOs (14%), or mobile money services such as Mshwari (20%).

    30%

    20%

    16%

    14%

    8%

    5%

    2%

    2%

    1%

    1%

    1%

    0.4%

    0.5%

    0.2%

    0.2%

    0% 5% 10% 15% 20% 25% 30% 35%

    Chama

    Mshwari

    Bank

    Sacco

    Microfinance

    Family/Friends/Neighbor

    Agricultural Input Supplier

    Kcb M –Pesa

    Buyer Of Your Produce…

    Money Lender

    Local Trader

    Government Institution

    Mobile Phone Downloaded…

    Employer

    Hire Purchase

    Borrowing channels used by SHFs - Kenya

    3.2 Uptake and Usage of Financial Services

    Base: SHFs who borrow

    Research Question 3: How do SHFs save and borrow in Tanzania, Kenya and Zambia?

  • 13

    57%

    43%

    No

    Yes

    Saving behaviour - Zambia

    Saving behaviour: The most common way of saving for SHFs in Zambia is savings money in a hidden place, e.g. at home (40% of SHFs who save). Mobile money uptake for saving purposes is relatively high (12%), considering the overall low uptake of 26% across SHFs in Zambia.

    40%

    19%

    12%

    11%

    12%

    10%

    4%

    4%

    2%

    3%

    2%

    0% 10% 20% 30% 40% 50%

    Savings in a hidden place

    Others

    Mobile money

    Xapit account

    Microfinance Bank

    Ichilimba

    Farmers’ savings and loan group

    Co-operative SACCO

    A group of friends in rotating…

    A friend/family to guard…

    Zoona Sunga

    Saving channels used by SHFs - Zambia

    3.2 Uptake and Usage of Financial Services

    Base: SHFs who save

    Research Question 3: How do SHFs save and borrow in Tanzania, Kenya and Zambia?

  • 14

    87%

    13%

    No

    Yes

    Borrowing behaviour -Zambia

    Borrowing behaviour: Only a small proportion of SHFs in Zambia claim that they borrow money. Of those who do, 33% do not indicate a source and 32% borrow from family and friends.

    33%

    32%

    11%

    8%

    4%

    4%

    4%

    4%

    0% 5% 10% 15% 20% 25% 30% 35%

    None

    Family/Friends/Neighbor

    Bank

    Microfinance

    Government Institution

    SACCO

    Ichilimba

    Money Lender

    Borrowing channels used by SHFs - Zambia

    3.2 Uptake and Usage of Financial Services

    Base: SHFs who borrow

    Research Question 3: How do SHFs save and borrow in Tanzania, Kenya and Zambia?

  • 15

    Research Question 5: What is the uptake and usage of digital financial services in Tanzania, Kenya and Zambia?

    3.3 Digital Services

    55%

    90%

    30%39%

    85%

    21%

    0%

    20%

    40%

    60%

    80%

    100%

    Tanzania Kenya Zambia

    SHF using mobile money by gender

    Male Female

    Mobile money uptake:

    • Mobile money uptake varies in in each country, underlining their different progress in terms of market evolution.

    • Although the gender gap is closing in mobile money in Kenya, it remains significant in Tanzania and Zambia.

    48%

    87%

    26%

    0%

    20%

    40%

    60%

    80%

    100%

    Tanzania Kenya Zambia

    SHFs using mobile money

  • 16

    98% 98%

    78% 76%67%

    57%

    32% 30%20%

    13% 13% 11% 10%8%

    95% 96%

    11%

    69%

    7%

    31%

    5% 5% 11% 7% 10% 7% 6% 6%0%

    20%

    40%

    60%

    80%

    100%

    Rec

    eiv

    e ca

    lls

    Mak

    e ca

    lls

    Wit

    hd

    raw

    mo

    ney

    Sen

    d/

    rece

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    tex

    t m

    essa

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    Dep

    osi

    t m

    on

    ey

    Bu

    y a

    irti

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    -up

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    Rec

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    aym

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    Mak

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    aym

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    Acc

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    Info

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    rnet

    Sen

    d/

    rece

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    mes

    sag

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    MS

    )

    Fac

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    Wh

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    Ap

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    SHFs using mobile phone for different purposes

    Kenya Zambia

    5 Annex

  • 17

    25%

    22%

    14%

    14%

    11%

    8%

    3%

    3%

    1%

    0%

    0% 5% 10% 15% 20% 25% 30%

    Nothing

    Worked more

    Sold agriproducts

    Cut down on expenses

    Used savings

    Others

    Borrowed money

    Sold asset

    Sold an asset

    Claimed insurance

    Remittance

    Agricultural Events - Tanzania

    • About half of all SHFs have experienced unexpected agricultural events in the past 12 months.

    • For 75% of those the event has a significant effect on household income, urging to either use-up savings, reduce consumption or do additional work to make-up for the loss.

    • No insurance is used and only few SHFs uptake cash savings.

    47%

    36%

    Harvest/crop failure/loss oflivestock

    Loss of income as a result ofan unexpected drop in the

    price you get forproduce/harvest/ products

    you sell

    Percentage of SHFs that suffer from agricultural shocks (1)

    Coping mechanisms for SHFs that experience crop failure (2)

    Research Question 7: What do farmers perceive as the most serious threat to their livelihoods? What are the coping strategies?

    Base for chart 1 is all SHFs in Tanzania. For chart 2, it is SHFs who experience crop failures.

    3.5 Growth and Resilience

  • 18

    Where We Are Today: Models to a Million

    Six existing core partners can be linked to ADF program in Tanzania and Kenya: Safaricom, Equity Bank, WFP FtMA, NMB, CRDB and Halotel/FINCA Bank + 20 VAS partners

    Financial Inclusion and Climate Resilience Roundtable

  • Thank You!


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