Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds (doi:10.7910/DVN/QDSISF)

View:

Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
Entire Codebook

(external link)

Document Description
Citation
Title:	Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds
Identification Number:	doi:10.7910/DVN/QDSISF
Distributor:	Harvard Dataverse
Date of Distribution:	2021-04-19
Version:	1
Bibliographic Citation:	Shikuku, Kelvin Mashisia, 2021, "Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds", https://doi.org/10.7910/DVN/QDSISF, Harvard Dataverse, V1, UNF:6:0KMro/AAbMvu12RMKPHp8w== [fileUNF]
Study Description
Citation
Title:	Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds
Identification Number:	doi:10.7910/DVN/QDSISF
Authoring Entity:	Shikuku, Kelvin Mashisia (WorldFish)
Producer:	WorldFish
Date of Production:	2021-03-10
Software used in Production:	KoBo (data collection)
Software used in Production:	STATA (data cleaning and analysis)
Distributor:	Harvard Dataverse
Distributor:	WorldFish
Access Authority:	Shikuku, Kelvin Mashisia
Depositor:	WorldFish RDM Team
Date of Deposit:	2021-04-19
Holdings Information:	https://doi.org/10.7910/DVN/QDSISF
Study Scope
Keywords:	Social Sciences, Genetically improved farmed tilapia, Scaling, Seed quality, Seed system, Aquatic food systems, Bangladesh
Abstract:	Well-functioning fish seed systems are crucial for human nutrition and improved livelihoods. Yet fish seed systems have received considerably little attention in the diffusion process for genetically improved strains. This study examined how seed systems of genetically improved fish strains function, assessed constraints faced, and explored entry-points to increased diffusion. To address these objectives, the study combined the seed systems performance assessment framework with innovation systems thinking. Data came from participatory multi-stakeholder workshops and interviews with tilapia hatchery operators and grow-out farmers in Bangladesh. We found that tilapia seed production and dissemination was profitable and cost-effective indicating a business case for supply chain actors. However, there were several binding constraints including low adoption of elite broodstock, vulnerability to weather shocks and diseases, poor quality of complementary inputs, intermittent electricity supply, hidden costs of seed transportation, and limited market access. These constraints and their causes interacted, creating systemic lock-ins through blocking mechanisms related to incomplete enforcement of regulatory frameworks to control hatchery practices and quality of inputs; limited knowledge about broodstock management, quality seed production, and disease management; weak adaptive capacity to weather shocks; and limited access to credit. Projects, programs, and policies targeted at accelerating adoption of good quality fish seed should focus on the following important aspects. First, strengthening institutional capacity to monitor and enforce quality control. Second, increasing advocacy and knowledge transfer about benefits and sources of elite broodstock. Third, promoting adoption of better management practices by hatcheries and farmers including adaptation to weather shocks. Fourth, leveraging partnerships with local service providers as intermediaries. Fifth, using social networks for information diffusion among farmers.
Date of Collection:	2019-07-2019-08
Country:	Bangladesh
Kind of Data:	Survey data
Methodology and Processing
Sources Statement
Data Access
Other Study Description Materials
Related Publications
Citation
Title:	Shikuku, K. M. Tran, N. Joffre, O. M. et al. (2020). Lock-ins to the dissemination of genetically improved fish seeds. Agricultural Systems, 188: 103042.
Identification Number:	20.500.12348/4432
Bibliographic Citation:	Shikuku, K. M. Tran, N. Joffre, O. M. et al. (2020). Lock-ins to the dissemination of genetically improved fish seeds. Agricultural Systems, 188: 103042.
File Description--f4570428
File: replication_lock ins paper.tab
	Number of cases: 96 No. of variables per record: 594 Type of File: text/tab-separated-values
Notes:	UNF:6:0KMro/AAbMvu12RMKPHp8w==
Variable Description
List of Variables:	a06 - a06 roleathatchery - roleathatchery Category - Category cat - cat id - id Qseed - Qseed broodcost - broodcost fryinc - fryinc GIFT - GIFT tilafertcost - tilafertcost oxytab - oxytab antibio - antibio hormone - hormone alcohol - alcohol watertreat - watertreat otherchem - otherchem tilachemcost - tilachemcost tilachemcost_w - tilachemcost_w broodfeedcost - broodfeedcost broodfeedcost_w - broodfeedcost_w fingerfeedcost - fingerfeedcost fingerfeedcost_w - fingerfeedcost_w assetcost - assetcost assetcost_w - assetcost_w exp - exp I07 - I07 I07a - I07a othercost - othercost othercost_w - othercost_w varcost - varcost varcost_w - varcost_w consent - consent a01 - a01 a02 - a02 a03 - a03 a09 - a09 a10 - a10 a11 - a11 a12 - a12 a13 - a13 a13_1 - a13_1 a13_2 - a13_2 a13_3 - a13_3 a13_4 - a13_4 a13_5 - a13_5 a13_6 - a13_6 a13_7 - a13_7 a13_99 - a13_99 a13other - a13other a15 - a15 a15_1 - a15_1 a15_2 - a15_2 a15_3 - a15_3 a15_4 - a15_4 a15_5 - a15_5 a15_6 - a15_6 a15_7 - a15_7 a15_8 - a15_8 a15_9 - a15_9 a15_10 - a15_10 a15_11 - a15_11 a15_12 - a15_12 a15_13 - a15_13 a15_14 - a15_14 a15_99 - a15_99 a15other - a15other a16 - a16 a16_1 - a16_1 a16_2 - a16_2 a16_3 - a16_3 a16_4 - a16_4 a16_5 - a16_5 a16_6 - a16_6 a16_7 - a16_7 a16_8 - a16_8 a16_9 - a16_9 a16_10 - a16_10 a16_11 - a16_11 a16_12 - a16_12 a16_99 - a16_99 a16other - a16other a17 - a17 a17_1 - a17_1 a17_2 - a17_2 a17_3 - a17_3 a17_4 - a17_4 a17_5 - a17_5 a17_6 - a17_6 a17_7 - a17_7 a17_8 - a17_8 a17_99 - a17_99 a17other - a17other b01 - b01 date2 - date2 experience - experience b02 - b02 b02_1 - b02_1 b02_2 - b02_2 b02_3 - b02_3 b02_4 - b02_4 b02_5 - b02_5 b02_6 - b02_6 b03 - b03 b03_1 - b03_1 b03_2 - b03_2 b03_3 - b03_3 b04 - b04 b05 - b05 b06 - b06 b07 - b07 b08 - b08 b09 - b09 b10 - b10 b11 - b11 b12 - b12 b12_1 - b12_1 b12_2 - b12_2 b12_3 - b12_3 b12_4 - b12_4 b12_5 - b12_5 b13 - b13 b14 - b14 b14_1 - b14_1 b14_2 - b14_2 b14_3 - b14_3 b15 - b15 b16 - b16 b17 - b17 b17_1 - b17_1 b17_2 - b17_2 b17_3 - b17_3 b17_4 - b17_4 b17_5 - b17_5 b17_6 - b17_6 b17_7 - b17_7 b17_8 - b17_8 b17_9 - b17_9 b17_99 - b17_99 b17other - b17other C01 - C01 C02 - C02 C03 - C03 C04 - C04 C05 - C05 C05_1 - C05_1 C05_2 - C05_2 C05_3 - C05_3 C11 - C11 C12 - C12 C12_1 - C12_1 C12_2 - C12_2 C12_3 - C12_3 C12_4 - C12_4 C13 - C13 C13_1 - C13_1 C13_2 - C13_2 C13_3 - C13_3 C13_4 - C13_4 C13_99 - C13_99 C13other - C13other C14 - C14 C15 - C15 C16 - C16 C17 - C17 C17_1 - C17_1 C17_2 - C17_2 C17_3 - C17_3 C17_4 - C17_4 C17_5 - C17_5 C17_6 - C17_6 C17_9 - C17_9 C17_10 - C17_10 C17_12 - C17_12 C17_13 - C17_13 C17_15 - C17_15 C17_99 - C17_99 C17other - C17other C18 - C18 C18_1 - C18_1 C18_8 - C18_8 C18_9 - C18_9 C18_10 - C18_10 C18_11 - C18_11 C18_12 - C18_12 C18_13 - C18_13 C18_18 - C18_18 C18_19 - C18_19 C18_99 - C18_99 C18other - C18other C19 - C19 C19_1 - C19_1 C19_2 - C19_2 C19_3 - C19_3 C19_4 - C19_4 C19_5 - C19_5 C19_99 - C19_99 C19other - C19other C20 - C20 C20_2 - C20_2 C20_3 - C20_3 otherspecies1 - otherspecies1 fish_species - fish_species fish_species_1 - fish_species_1 fish_species_2 - fish_species_2 fish_species_3 - fish_species_3 fish_species_4 - fish_species_4 fish_species_6 - fish_species_6 fish_species_7 - fish_species_7 fish_species_8 - fish_species_8 fish_species_9 - fish_species_9 fish_species_10 - fish_species_10 fish_species_11 - fish_species_11 fish_species_12 - fish_species_12 fish_species_13 - fish_species_13 fish_species_99 - fish_species_99 otherspecies2 - otherspecies2 seed_production - seed_production D10 - D10 D11 - D11 D12 - D12 D13 - D13 D14 - D14 E01 - E01 E02 - E02 E02_1 - E02_1 E02_2 - E02_2 E02_3 - E02_3 E02_5 - E02_5 E02_6 - E02_6 E02_8 - E02_8 E02_9 - E02_9 E02_99 - E02_99 E02other - E02other F01 - F01 F02 - F02 F02_1 - F02_1 F02_2 - F02_2 F02_3 - F02_3 F02_4 - F02_4 F02_5 - F02_5 F02_99 - F02_99 F02other - F02other G01 - G01 G01_1 - G01_1 G01_2 - G01_2 G01_3 - G01_3 G01_4 - G01_4 G01_6 - G01_6 G01_7 - G01_7 G01_8 - G01_8 G01_9 - G01_9 G01_12 - G01_12 G01_13 - G01_13 G01_14 - G01_14 G01other1 - G01other1 G01other2 - G01other2 G01other3 - G01other3 G01other4 - G01other4 G06 - G06 G06_4 - G06_4 G06_8 - G06_8 G06_9 - G06_9 G06_11 - G06_11 G06_12 - G06_12 G06_13 - G06_13 G06other1 - G06other1 G06other2 - G06other2 G06other3 - G06other3 H01 - H01 H01_1 - H01_1 H01_2 - H01_2 H01_3 - H01_3 H01_4 - H01_4 H01_5 - H01_5 H01_6 - H01_6 H02a - H02a H03a - H03a H04a - H04a H05a - H05a H06a - H06a H07a - H07a H02b - H02b H03b - H03b H04b - H04b H05b - H05b H06b - H06b H07b - H07b H08b - H08b H09b - H09b H10b - H10b H11b - H11b H02c - H02c H03c - H03c H04c - H04c H05c - H05c H06c - H06c H07c - H07c H08c - H08c H09c - H09c H10c - H10c H11c - H11c H12 - H12 I01 - I01 I01_1 - I01_1 I01_2 - I01_2 I01_3 - I01_3 I01_4 - I01_4 I01_5 - I01_5 I01_6 - I01_6 I01_7 - I01_7 I01_8 - I01_8 I01_9 - I01_9 I01_10 - I01_10 I01_11 - I01_11 I01_12 - I01_12 I01_13 - I01_13 I01_14 - I01_14 I01_15 - I01_15 I01_16 - I01_16 I01_17 - I01_17 I01_18 - I01_18 I01_19 - I01_19 I01_20 - I01_20 I06 - I06 I06_1 - I06_1 I06_2 - I06_2 I06other - I06other I08 - I08 I08_1 - I08_1 I08_2 - I08_2 I08_3 - I08_3 I08_4 - I08_4 I08_5 - I08_5 I08_6 - I08_6 I08_7 - I08_7 I08_99 - I08_99 I08other - I08other J01 - J01 J02 - J02 J02_1 - J02_1 J02_2 - J02_2 J02_3 - J02_3 J02_4 - J02_4 J02_5 - J02_5 J02_6 - J02_6 J02_7 - J02_7 J02_8 - J02_8 J02_9 - J02_9 J02_10 - J02_10 J02_11 - J02_11 J02_99 - J02_99 J02other - J02other J03 - J03 J03_1 - J03_1 J03_2 - J03_2 J03_3 - J03_3 J03_4 - J03_4 J03_5 - J03_5 J03_7 - J03_7 J03_99 - J03_99 J03other - J03other K01 - K01 K02 - K02 K03 - K03 K04 - K04 K04_1 - K04_1 K04_2 - K04_2 K04_3 - K04_3 K04_4 - K04_4 K04_5 - K04_5 K04_99 - K04_99 K04other - K04other K05 - K05 K06 - K06 K07 - K07 K08 - K08 K09 - K09 K09other - K09other K10 - K10 K10_1 - K10_1 K10_2 - K10_2 K10_3 - K10_3 K10_4 - K10_4 K10_5 - K10_5 K10_6 - K10_6 K10_99 - K10_99 K11 - K11 K11_1 - K11_1 K11_2 - K11_2 K11_3 - K11_3 K11_4 - K11_4 K11_5 - K11_5 K11_6 - K11_6 K11_99 - K11_99 K11other - K11other K12 - K12 K13 - K13 K13_1 - K13_1 K13_2 - K13_2 K13_3 - K13_3 K13_4 - K13_4 K13_5 - K13_5 K13_6 - K13_6 K13_99 - K13_99 K14 - K14 K15 - K15 K16 - K16 K17 - K17 L01 - L01 L02 - L02 date4 - date4 L03 - L03 L04 - L04 L05 - L05 L06 - L06 L07 - L07 L07_1 - L07_1 L07_2 - L07_2 L07_3 - L07_3 L07_4 - L07_4 L07_5 - L07_5 L07_6 - L07_6 L07_7 - L07_7 L07_8 - L07_8 L07_9 - L07_9 L07_10 - L07_10 L07_11 - L07_11 L07_88 - L07_88 L07_99 - L07_99 L07other - L07other M01 - M01 M05 - M05 M09 - M09 M10 - M10 M10other - M10other M11 - M11 M11_1 - M11_1 M11_2 - M11_2 M11_3 - M11_3 M11_4 - M11_4 M11_5 - M11_5 M11_6 - M11_6 M11_7 - M11_7 M11_8 - M11_8 M11_9 - M11_9 M11_11 - M11_11 M11_99 - M11_99 M11other - M11other M12 - M12 M13 - M13 M13other - M13other M14 - M14 M14_1 - M14_1 M14_2 - M14_2 M14_3 - M14_3 M14_4 - M14_4 M14_5 - M14_5 M14_6 - M14_6 M14_7 - M14_7 M14_8 - M14_8 M14_9 - M14_9 M14_11 - M14_11 M14_99 - M14_99 M14other - M14other M15 - M15 M16 - M16 M16_1 - M16_1 M16_2 - M16_2 M16_3 - M16_3 M16_4 - M16_4 M16_5 - M16_5 M16_88 - M16_88 M16_99 - M16_99 M16other - M16other M17 - M17 M18 - M18 M18_1 - M18_1 M18_2 - M18_2 M18_3 - M18_3 M18_4 - M18_4 M18_5 - M18_5 M18_6 - M18_6 M18_7 - M18_7 M18_8 - M18_8 M18_99 - M18_99 M18other - M18other M19 - M19 M19_1 - M19_1 M19_2 - M19_2 M19_3 - M19_3 M19_4 - M19_4 M19_5 - M19_5 M19_99 - M19_99 M19other - M19other M20 - M20 M20_1 - M20_1 M20_2 - M20_2 M20_3 - M20_3 M20_4 - M20_4 M20_5 - M20_5 M20_6 - M20_6 M20_7 - M20_7 M20_8 - M20_8 M20_9 - M20_9 M20_10 - M20_10 M20_11 - M20_11 M20_12 - M20_12 M20_13 - M20_13 M20_14 - M20_14 M20_88 - M20_88 M20_99 - M20_99 M21 - M21 M22 - M22 M23 - M23 M24 - M24 M24_1 - M24_1 M24_2 - M24_2 M24_3 - M24_3 M24_4 - M24_4 M24_5 - M24_5 M24_6 - M24_6 M24_7 - M24_7 M24_8 - M24_8 M24_99 - M24_99 M25 - M25 M25_1 - M25_1 M25_2 - M25_2 M25_3 - M25_3 M25_4 - M25_4 M25_5 - M25_5 M25_99 - M25_99 M25other - M25other M26 - M26 M27 - M27 M27_1 - M27_1 M27_2 - M27_2 M27_3 - M27_3 M27_4 - M27_4 M27_5 - M27_5 M27_6 - M27_6 M27_7 - M27_7 M27_8 - M27_8 M27_99 - M27_99 M27other - M27other M28 - M28 M28_1 - M28_1 M28_2 - M28_2 M28_3 - M28_3 M28_4 - M28_4 M28_5 - M28_5 M28_6 - M28_6 M28_7 - M28_7 M28_8 - M28_8 M28_9 - M28_9 M28_10 - M28_10 M28_11 - M28_11 M28_12 - M28_12 M28_99 - M28_99 M28other - M28other _uuid - _uuid _index - _index nostrains - nostrains menfamilyFTE - menfamilyFTE femfamilyFTE - femfamilyFTE menfullFTE - menfullFTE femfullFTE - femfullFTE menpartFTE - menpartFTE fempartFTE - fempartFTE menfamilyFTE_w - menfamilyFTE_w femfamilyFTE_w - femfamilyFTE_w menfullFTE_w - menfullFTE_w femfullFTE_w - femfullFTE_w menpartFTE_w - menpartFTE_w fempartFTE_w - fempartFTE_w age1 - age1 age2 - age2 age3 - age3 age4 - age4 malefamily - malefamily femalefamily - femalefamily malefull - malefull malefull_w - malefull_w femalefull - femalefull malepart - malepart malepart_w - malepart_w femalepart - femalepart lbrcost - lbrcost tilalbrcost - tilalbrcost tilalbrcost_w - tilalbrcost_w tilafertcost_w - tilafertcost_w TC - TC fryinc_w - fryinc_w profit - profit cat1 - cat1
Variables
a06
f4570428 Location:	Summary Statistics: Valid 96.0; StDev 172.09785791045866; Max. 902.0; Min. 1.0; Mean 107.96875 Variable Format: numeric Notes: UNF:6:K7g7G1l4AcFgUBeMg6Fyjg==
roleathatchery
f4570428 Location:	Variable Format: character Notes: UNF:6:hmkkAQMhoavZGeVz+Nw6yA==
Category
f4570428 Location:	Variable Format: character Notes: UNF:6:bes+TB1CJ+YOdKm5GQ8JEA==
cat
f4570428 Location:	Summary Statistics: Min. 1.0; Mean 2.614583333333333; Max. 4.0; Valid 96.0; StDev 0.8987686508325149 Variable Format: numeric Notes: UNF:6:V2ebwE20lHSW/1unchUPJQ==
id
f4570428 Location:	Summary Statistics: Max. 3.6158653E7; Min. 3.1964415E7; Mean 3.3170584145833332E7; StDev 685019.5539926536; Valid 96.0 Variable Format: numeric Notes: UNF:6:/spW71VzeKAsQlYzshJ2oQ==
Qseed
f4570428 Location:	Summary Statistics: StDev 491228.91947537794; Valid 96.0; Min. 4200.0; Mean 345493.75; Max. 2640000.0 Variable Format: numeric Notes: UNF:6:SjFmC99jvUMADam0puLSyg==
broodcost
f4570428 Location:	Summary Statistics: Mean 18211.458333333336; Max. 400000.0; Min. 0.0; StDev 60300.00413684483; Valid 96.0; Variable Format: numeric Notes: UNF:6:W7/mSXb/aAj+8i6283FHPQ==
fryinc
f4570428 Location:	Summary Statistics: Max. 1.14E8; Mean 7360408.333333333; Valid 96.0; StDev 1.3321981418390052E7; Min. 39200.0; Variable Format: numeric Notes: UNF:6:R6yxFfhKyvkkuSeuwCdwlg==
GIFT
f4570428 Location:	Summary Statistics: StDev 0.435285750066007; Valid 96.0; Min. 0.0; Mean 0.75; Max. 1.0 Variable Format: numeric Notes: UNF:6:7TWXoBDKwSWeb7JI6LUFbw==
tilafertcost
f4570428 Location:	Summary Statistics: Valid 96.0; Max. 1275500.0; Min. 0.0; StDev 172866.95278357912; Mean 93822.58124999999 Variable Format: numeric Notes: UNF:6:ttBriYuOxy8WGM27IyJA6w==
oxytab
f4570428 Location:	Summary Statistics: Max. 1.0; Valid 94.0; StDev 0.4256691611203415; Mean 0.7659574468085107; Min. 0.0; Variable Format: numeric Notes: UNF:6:x+1udfH/PlJLuczb3K2Org==
antibio
f4570428 Location:	Summary Statistics: Mean 0.3510638297872338; StDev 0.4798621398915568; Valid 94.0; Min. 0.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:W4aDpFZINhGNIYP84ZrNYg==
hormone
f4570428 Location:	Summary Statistics: Mean 0.9787234042553191; Max. 1.0; StDev 0.14507865158346245; Valid 94.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:5J8lhPYEyew77MnCNRSo2w==
alcohol
f4570428 Location:	Summary Statistics: Max. 1.0; Mean 1.0; Min. 1.0; StDev 0.0; Valid 94.0; Variable Format: numeric Notes: UNF:6:F+JsDM1Fkk2LpVtO6TdRLg==
watertreat
f4570428 Location:	Summary Statistics: Min. 0.0; StDev 0.39558302541076845; Valid 94.0; Max. 1.0; Mean 0.19148936170212771; Variable Format: numeric Notes: UNF:6:YZiYWJ4FGSvYWGnO175rMw==
otherchem
f4570428 Location:	Summary Statistics: Mean 0.1382978723404256; StDev 0.347063374020974; Valid 94.0; Min. 0.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:4FE4grjKDeK9zaJeRUyi+g==
tilachemcost
f4570428 Location:	Summary Statistics: Mean 371929.6276595745; Min. 17200.0; Valid 94.0; StDev 346740.8022582088; Max. 1934000.0 Variable Format: numeric Notes: UNF:6:tQdd1eo8/YPOxzPusYV+Gw==
tilachemcost_w
f4570428 Location:	Summary Statistics: StDev 260711.8760642632; Min. 43200.0; Max. 953000.0; Mean 345654.09574468085; Valid 94.0 Variable Format: numeric Notes: UNF:6:hhCWWBW5cmdIBDQ/8+F0WQ==
broodfeedcost
f4570428 Location:	Summary Statistics: Max. 5184400.0; Min. 34500.0; StDev 929241.9521546639; Mean 1033753.75; Valid 96.0 Variable Format: numeric Notes: UNF:6:Cgblqn++6L+iXy4eb/Jo4w==
broodfeedcost_w
f4570428 Location:	Summary Statistics: StDev 783068.0180894007; Valid 96.0; Max. 2676000.0; Min. 77325.0; Mean 987963.6458333334 Variable Format: numeric Notes: UNF:6:sU+AQSyDTBVMe/KbXPbUBA==
fingerfeedcost
f4570428 Location:	Summary Statistics: Min. 9900.0; Max. 4070000.0; Valid 96.0; Mean 487866.5364583334; StDev 563617.5305807507; Variable Format: numeric Notes: UNF:6:2uGTXvm4wNcu0OI6Vc4AlQ==
fingerfeedcost_w
f4570428 Location:	Summary Statistics: StDev 393647.6383470929; Min. 40800.0; Mean 445517.578125; Max. 1375000.0; Valid 96.0 Variable Format: numeric Notes: UNF:6:/8nmJrA6+ccczIeigMYucw==
assetcost
f4570428 Location:	Summary Statistics: Min. 25827.17; Max. 2.06E7; Valid 96.0; Mean 1164413.7741666667; StDev 2415218.5709053823 Variable Format: numeric Notes: UNF:6:1J6GGE9P4jlxcqC1P+zMGA==
assetcost_w
f4570428 Location:	Summary Statistics: Mean 871745.3792708335; Valid 96.0; StDev 834839.9370169278; Max. 3571499.9; Min. 110966.67 Variable Format: numeric Notes: UNF:6:XvMcO1JESv9RJcKCdkyj1w==
exp
f4570428 Location:	Variable Format: character Notes: UNF:6:gJQNvrRlttxA2aWNft7cmg==
I07
f4570428 Location:	Summary Statistics: Min. 12000.0; StDev 322966.8222220271; Max. 2000000.0; Mean 264602.15053763444; Valid 93.0 Variable Format: numeric Notes: UNF:6:7pgoMzrp4wKmL1ixyWax7Q==
I07a
f4570428 Location:	Summary Statistics: Mean 77.61290322580645; Max. 100.0; Min. 3.0; Valid 93.0; StDev 28.240824696229062 Variable Format: numeric Notes: UNF:6:hrADznrm2ZWvJ6nqhiflbQ==
othercost
f4570428 Location:	Summary Statistics: StDev 296038.5936262745; Mean 206718.92473118275; Valid 93.0; Max. 2000000.0; Min. 1260.0 Variable Format: numeric Notes: UNF:6:V6GfO6t9Kr1zEoy1jCLm5g==
othercost_w
f4570428 Location:	Summary Statistics: Valid 93.0; Min. 8000.0; Max. 600000.0; Mean 176692.47311827957; StDev 159261.53172128077 Variable Format: numeric Notes: UNF:6:wjLZb8ZLq0kY33hVfVesmQ==
varcost
f4570428 Location:	Summary Statistics: StDev 138210.00058494913; Valid 96.0; Min. 3502.5; Max. 842500.0; Mean 98282.84343749998 Variable Format: numeric Notes: UNF:6:VWoWJhptOOLpFZMriVg8pw==
varcost_w
f4570428 Location:	Summary Statistics: Max. 257520.0; Valid 96.0; Min. 12500.0; StDev 64700.11019680983; Mean 80913.96322916665; Variable Format: numeric Notes: UNF:6:RYOG7LAOifwH5gHivaiE+g==
consent
f4570428 Location:	Variable Format: character Notes: UNF:6:dhjKH6Rc+TLlOlEjbIH1XA==
a01
f4570428 Location:	Variable Format: character Notes: UNF:6:0l/2/gGRhQ70pZgpiGnPCA==
a02
f4570428 Location:	Variable Format: character Notes: UNF:6:Vwcnep0Z2Ospb2U760k3Gg==
a03
f4570428 Location:	Variable Format: character Notes: UNF:6:2iCT+h0g5dFjB6f3Zj7zqg==
a09
f4570428 Location:	Variable Format: character Notes: UNF:6:KekLPSwneBSd0vBsa1ubTQ==
a10
f4570428 Location:	Variable Format: character Notes: UNF:6:VwUuEhmZWciHw4EFtOWfMg==
a11
f4570428 Location:	Variable Format: character Notes: UNF:6:3xGB/N4q4kDEGIYtuQ1omQ==
a12
f4570428 Location:	Summary Statistics: Max. 37.0; StDev 6.6009037127170265; Valid 96.0; Mean 12.083333333333334; Min. 2.0 Variable Format: numeric Notes: UNF:6:GtVCYWDWk8NwUzxiwlvIJQ==
a13
f4570428 Location:	Variable Format: character Notes: UNF:6:qDK4pg6+Ec+EV+BfdCbLxA==
a13_1
f4570428 Location:	Variable Format: character Notes: UNF:6:NZMCEvVmsT67+gd+VjvUYw==
a13_2
f4570428 Location:	Variable Format: character Notes: UNF:6:ttWbpbWupnfaR6b18o6Z5A==
a13_3
f4570428 Location:	Variable Format: character Notes: UNF:6:Se4K+r+S19/wvjntAtAbJQ==
a13_4
f4570428 Location:	Variable Format: character Notes: UNF:6:c4ggUFFpEw0Z5mRcvtmu9w==
a13_5
f4570428 Location:	Variable Format: character Notes: UNF:6:bnZQ42KOy+gmA8+PkUFI1A==
a13_6
f4570428 Location:	Variable Format: character Notes: UNF:6:at3SHcYSVz28nFq/6ozgqA==
a13_7
f4570428 Location:	Variable Format: character Notes: UNF:6:gsHJPkep2Jim0TTIZG6KKA==
a13_99
f4570428 Location:	Variable Format: character Notes: UNF:6:nv6QrAk2OwDYpUuNE0VCSw==
a13other
f4570428 Location:	Summary Statistics: Valid 0.0; Mean NaN; Min. NaN; StDev NaN; Max. NaN; Variable Format: numeric Notes: UNF:6:LVVl+0g9jqRSWnqSKWd9EA==
a15
f4570428 Location:	Variable Format: character Notes: UNF:6:uzcWi4ubsjnJXbRDWHOm3w==
a15_1
f4570428 Location:	Variable Format: character Notes: UNF:6:ru/88kQl6MRCUksUBGw2Ig==
a15_2
f4570428 Location:	Variable Format: character Notes: UNF:6:BixTajFd/tIXtPDcY/Xysg==
a15_3
f4570428 Location:	Variable Format: character Notes: UNF:6:jQMU2tuYz4j8Eg8KkBC+Qg==
a15_4
f4570428 Location:	Variable Format: character Notes: UNF:6:jUSJqEBpQD39CCNDEyac+g==
a15_5
f4570428 Location:	Variable Format: character Notes: UNF:6:oO+lv09wDme54O6n+EsxdQ==
a15_6
f4570428 Location:	Variable Format: character Notes: UNF:6:BWkFvnuwsJM3sabLnsr0mQ==
a15_7
f4570428 Location:	Variable Format: character Notes: UNF:6:OWy+hCVVX8mvr1ZRZtK4xw==
a15_8
f4570428 Location:	Variable Format: character Notes: UNF:6:MFh4LxkqDhco2szVYGkx3w==
a15_9
f4570428 Location:	Variable Format: character Notes: UNF:6:1nxYwYHTgzx+ufj8U0iy4w==
a15_10
f4570428 Location:	Variable Format: character Notes: UNF:6:ywF/sNFzOdRqNfP6N/2E4g==
a15_11
f4570428 Location:	Variable Format: character Notes: UNF:6:+/dxjrmRa2eBm88lBbuRrw==
a15_12
f4570428 Location:	Variable Format: character Notes: UNF:6:S2FN+G9ha+bnaoKHxJecEw==
a15_13
f4570428 Location:	Variable Format: character Notes: UNF:6:V1AD7C2Cxsfftacz0pCJ3Q==
a15_14
f4570428 Location:	Variable Format: character Notes: UNF:6:z2WtFYbIIxxOfrgtG1bMvQ==
a15_99
f4570428 Location:	Variable Format: character Notes: UNF:6:hOK/ee3TDZnQhfHzKjPYPA==
a15other
f4570428 Location:	Variable Format: character Notes: UNF:6:mpCfgw68t3v2mM/CLm2pkg==
a16
f4570428 Location:	Variable Format: character Notes: UNF:6:e0KIenWUmfAqeCfEAuDcVQ==
a16_1
f4570428 Location:	Variable Format: character Notes: UNF:6:6M0SYrJ99Gza2uRSJJsqCA==
a16_2
f4570428 Location:	Variable Format: character Notes: UNF:6:SP5cX61onF90LnTt9vZ5CA==
a16_3
f4570428 Location:	Variable Format: character Notes: UNF:6:O5z5tZyPxBtcstOQIdsY4w==
a16_4
f4570428 Location:	Variable Format: character Notes: UNF:6:JrHS3o8G1iFrc6brQWJykg==
a16_5
f4570428 Location:	Variable Format: character Notes: UNF:6:mQd2kCIjluKhDbSqOC+uug==
a16_6
f4570428 Location:	Variable Format: character Notes: UNF:6:IHnD8gZ5yzB9FFjlMq0TKA==
a16_7
f4570428 Location:	Variable Format: character Notes: UNF:6:aKrDjvVg27lzldG1l+7gyA==
a16_8
f4570428 Location:	Variable Format: character Notes: UNF:6:K8YQ4G4+qO1qQ0m4KxTRhQ==
a16_9
f4570428 Location:	Variable Format: character Notes: UNF:6:AbVToLsECBBDhdh9KZ/82g==
a16_10
f4570428 Location:	Variable Format: character Notes: UNF:6:YC44HmSkaSGlW7K2Ng2mLQ==
a16_11
f4570428 Location:	Variable Format: character Notes: UNF:6:TrkJXL30WtVuKboS2HkSDw==
a16_12
f4570428 Location:	Variable Format: character Notes: UNF:6:vRwhN4YAhp1G3+WQWjK2sQ==
a16_99
f4570428 Location:	Variable Format: character Notes: UNF:6:pUZSp++9Zxjl5ZLbYXfGZw==
a16other
f4570428 Location:	Variable Format: character Notes: UNF:6:B0dm1iZ31C2NQ9bm/Cz9uw==
a17
f4570428 Location:	Variable Format: character Notes: UNF:6:PEaxSmf9V42FzIypReD3wg==
a17_1
f4570428 Location:	Variable Format: character Notes: UNF:6:BqI7DFMpjLUfVgEhPYURJw==
a17_2
f4570428 Location:	Variable Format: character Notes: UNF:6:OnTLlc8hNx/mGMECja+CWg==
a17_3
f4570428 Location:	Variable Format: character Notes: UNF:6:mT97Wd9bmO1br2+S3jhz5Q==
a17_4
f4570428 Location:	Variable Format: character Notes: UNF:6:JdLgUS8ZqwcnjKqrfFiyXw==
a17_5
f4570428 Location:	Variable Format: character Notes: UNF:6:KvcxsHtK/U9taKiso7gEnQ==
a17_6
f4570428 Location:	Variable Format: character Notes: UNF:6:MNS/M0BO0zSE2/JChIeTZg==
a17_7
f4570428 Location:	Variable Format: character Notes: UNF:6:co/9ocJ2b/MjGLHq4QPFCA==
a17_8
f4570428 Location:	Variable Format: character Notes: UNF:6:sOlthKzPPrjvuXuzallMFw==
a17_99
f4570428 Location:	Variable Format: character Notes: UNF:6:eQKSlZXrxNb9QRtKqtwr/w==
a17other
f4570428 Location:	Variable Format: character Notes: UNF:6:lXGi8HYsqaqKoCO7VoMcgg==
b01
f4570428 Location:	Variable Format: character Notes: UNF:6:2jG3bOHp22XTkMcNFmUqLg==
date2
f4570428 Location:	Summary Statistics: Valid 96.0; Min. 1994.0; Max. 2017.0; StDev 4.375319537203149; Mean 2009.3125; Variable Format: numeric Notes: UNF:6:DEzVHfsawBQ1NAAjJb5fUA==
experience
f4570428 Location:	Summary Statistics: Max. 24.0; Valid 96.0; StDev 4.375319537203149; Min. 1.0; Mean 8.6875 Variable Format: numeric Notes: UNF:6:sDE1nvYP1Tw6Vp2cgUfY7w==
b02
f4570428 Location:	Variable Format: character Notes: UNF:6:tojBySqlZO0ulaHdCXYi3Q==
b02_1
f4570428 Location:	Variable Format: character Notes: UNF:6:WL2O3frmgbRdvPPp46ECgQ==
b02_2
f4570428 Location:	Variable Format: character Notes: UNF:6:fJz2vMxyaiTqn+lvBkifPw==
b02_3
f4570428 Location:	Variable Format: character Notes: UNF:6:aP9BblLTXysUQcBSQIkMzw==
b02_4
f4570428 Location:	Variable Format: character Notes: UNF:6:EMt2jSK+ShregrRwrJ4EOA==
b02_5
f4570428 Location:	Variable Format: character Notes: UNF:6:0WFUyvj0h8dcRtM+7owheA==
b02_6
f4570428 Location:	Variable Format: character Notes: UNF:6:CkYSDSNK5npbeGFAanPKeg==
b03
f4570428 Location:	Variable Format: character Notes: UNF:6:lBlRIhCpU3HsxDR6rnhj4Q==
b03_1
f4570428 Location:	Summary Statistics: Min. 1.0; Max. 99.0; Valid 96.0; Mean 42.125; StDev 47.032407640062964 Variable Format: numeric Notes: UNF:6:2XLVb0Lqv/29FIuLQ5iHQw==
b03_2
f4570428 Location:	Summary Statistics: Valid 14.0; StDev 31.58774626790766; Max. 99.0; Mean 77.35714285714286; Min. 8.0; Variable Format: numeric Notes: UNF:6:6MI6LWXyY14ZNcuAt7/+eg==
b03_3
f4570428 Location:	Summary Statistics: StDev 0.0; Min. 99.0; Max. 99.0; Mean 99.0; Valid 2.0 Variable Format: numeric Notes: UNF:6:bKtpW9BIE89xVv/roOnbXA==
b04
f4570428 Location:	Summary Statistics: Min. 1.0; Mean 7.072916666666667; Valid 96.0; Max. 19.0; StDev 4.233313475571604 Variable Format: numeric Notes: UNF:6:YyUvzJR+spnuc0bz5Jp20Q==
b05
f4570428 Location:	Variable Format: character Notes: UNF:6:X1wVDCiS+HEy6B6kxYsD9Q==
b06
f4570428 Location:	Summary Statistics: StDev 0.8539419107617086; Max. 6.0; Valid 87.0; Mean 2.057471264367816; Min. 1.0; Variable Format: numeric Notes: UNF:6:W/H6evsiUYfYnDxZ/5nFSw==
b07
f4570428 Location:	Variable Format: character Notes: UNF:6:7BAw/19A4UOoGPaVg6UzMw==
b08
f4570428 Location:	Variable Format: character Notes: UNF:6:kLuqt/Gtw4sceLoXcplUpA==
b09
f4570428 Location:	Summary Statistics: Max. 28.0; Valid 96.0; Min. 2.0; StDev 4.8097009973812845; Mean 7.65625; Variable Format: numeric Notes: UNF:6:IPG3us/S7e4E4dkMfQyV3w==
b10
f4570428 Location:	Variable Format: character Notes: UNF:6:8vvkEHFJKkQrhJpnc3Su2w==
b11
f4570428 Location:	Summary Statistics: StDev 1.2474535465808714; Max. 7.0; Min. 0.0; Mean 0.45833333333333326; Valid 96.0 Variable Format: numeric Notes: UNF:6:wpir4bcMdTl6/2TbkSp2xg==
b12
f4570428 Location:	Variable Format: character Notes: UNF:6:DtEHw4Rf8gZIyS7rogApxg==
b12_1
f4570428 Location:	Variable Format: character Notes: UNF:6:+aw446WTz6pGU46NtnsVVQ==
b12_2
f4570428 Location:	Variable Format: character Notes: UNF:6:+yoCrU7kwW5x++Gj3vx0uw==
b12_3
f4570428 Location:	Variable Format: character Notes: UNF:6:fn5OLYjOMQRxhtF5N0K0xA==
b12_4
f4570428 Location:	Variable Format: character Notes: UNF:6:Hufv5rOSMvqDJbDTBCKOKA==
b12_5
f4570428 Location:	Variable Format: character Notes: UNF:6:Inik4KoLdhi6YywegNIJrA==
b13
f4570428 Location:	Variable Format: character Notes: UNF:6:jxZnNWwTuMjez3OEjbFoJA==
b14
f4570428 Location:	Variable Format: character Notes: UNF:6:CvJaAkmqsKFEMKb4hzqxzQ==
b14_1
f4570428 Location:	Variable Format: character Notes: UNF:6:nfG9GYo0+kdsX7QvE3B7UQ==
b14_2
f4570428 Location:	Variable Format: character Notes: UNF:6:guKDdlnJb7OrEOU9lpYReQ==
b14_3
f4570428 Location:	Variable Format: character Notes: UNF:6:Jg75BACiiFPvM6n7w8WELw==
b15
f4570428 Location:	Variable Format: character Notes: UNF:6:jHN3m9FVq9tJwWo7RtkVOw==
b16
f4570428 Location:	Variable Format: character Notes: UNF:6:cszWlnj6MDo98lItngtkSw==
b17
f4570428 Location:	Variable Format: character Notes: UNF:6:hVVct8kTk1xdb7j9C5C56g==
b17_1
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_2
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_3
f4570428 Location:	Variable Format: character Notes: UNF:6:SnMLMO25nArgrPYIKMPOAA==
b17_4
f4570428 Location:	Variable Format: character Notes: UNF:6:2Gg2bB8OqyROxJmIkQhSfg==
b17_5
f4570428 Location:	Variable Format: character Notes: UNF:6:/ZRkymbMiDx9/WUXKyCrEw==
b17_6
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_7
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_8
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_9
f4570428 Location:	Variable Format: character Notes: UNF:6:VoXo4hTnzNn2i4r69DfsGg==
b17_99
f4570428 Location:	Variable Format: character Notes: UNF:6:a380X5x+PPPQ44wA4MmRuw==
b17other
f4570428 Location:	Variable Format: character Notes: UNF:6:PXvuMAe5bAbXY/uDLmxbLw==
C01
f4570428 Location:	Variable Format: character Notes: UNF:6:2UcUVs00QSSP7IUhki8e2Q==
C02
f4570428 Location:	Variable Format: character Notes: UNF:6:/bSjy6wL5EsNpyW6SMH5iw==
C03
f4570428 Location:	Variable Format: character Notes: UNF:6:Qz2nJYfpbwbz0sle8nni0g==
C04
f4570428 Location:	Variable Format: character Notes: UNF:6:8xvZzpfvXC6W6Zq++/1m7g==
C05
f4570428 Location:	Variable Format: character Notes: UNF:6:dc8ruoOprUtWBo76hicnLA==
C05_1
f4570428 Location:	Variable Format: character Notes: UNF:6:7YUmIEejAv7RVZYEHOjPew==
C05_2
f4570428 Location:	Variable Format: character Notes: UNF:6:ts8eQgRjur5PPBG7E4hn8w==
C05_3
f4570428 Location:	Variable Format: character Notes: UNF:6:bJOvl+C2ZMJWLwU54QYwTw==
C11
f4570428 Location:	Variable Format: character Notes: UNF:6:UB7N/f/srZ/aUVSH5QPXLA==
C12
f4570428 Location:	Variable Format: character Notes: UNF:6:ITRh3SyJyGYMQk5yWtBW2A==
C12_1
f4570428 Location:	Variable Format: character Notes: UNF:6:dwFZ9mD2wXHM+CefL9oJCw==
C12_2
f4570428 Location:	Variable Format: character Notes: UNF:6:nP8/PQH/luDGd6X5k+r66A==
C12_3
f4570428 Location:	Variable Format: character Notes: UNF:6:NvjMi+AIR1p5GqZQcm5+Nw==
C12_4
f4570428 Location:	Variable Format: character Notes: UNF:6:AKYl2Mgn8jTBH+CJJfA6UQ==
C13
f4570428 Location:	Variable Format: character Notes: UNF:6:kJAT6Umoiv9//PBNjNdjJA==
C13_1
f4570428 Location:	Variable Format: character Notes: UNF:6:jjkG+Rr+e5n1jiQcQ93+Ng==
C13_2
f4570428 Location:	Variable Format: character Notes: UNF:6:HdNw5OnGlfCZzooZB6F69w==
C13_3
f4570428 Location:	Variable Format: character Notes: UNF:6:hhuIx3XpdvjjRf/dc3GaXw==
C13_4
f4570428 Location:	Variable Format: character Notes: UNF:6:nv6QrAk2OwDYpUuNE0VCSw==
C13_99
f4570428 Location:	Variable Format: character Notes: UNF:6:U5JPBcnIMTy/jEKfQ4/wZA==
C13other
f4570428 Location:	Variable Format: character Notes: UNF:6:K+aMuxlyal9C3iaTS7Ns7w==
C14
f4570428 Location:	Variable Format: character Notes: UNF:6:dhjKH6Rc+TLlOlEjbIH1XA==
C15
f4570428 Location:	Variable Format: character Notes: UNF:6:Fs5Etd7MHhgRtEa+XhFJww==
C16
f4570428 Location:	Variable Format: character Notes: UNF:6:w8RrP7VD2v2bS/csAuDcVQ==
C17
f4570428 Location:	Variable Format: character Notes: UNF:6:dh/IokB4R1Smry8IlLJa0Q==
C17_1
f4570428 Location:	Variable Format: character Notes: UNF:6:5P/lH0DrhVweLZYjcdplIw==
C17_2
f4570428 Location:	Variable Format: character Notes: UNF:6:5jydj2GKLj016QOVromM4A==
C17_3
f4570428 Location:	Variable Format: character Notes: UNF:6:C3dNMnWwOnCB8SMKe2Qs7A==
C17_4
f4570428 Location:	Variable Format: character Notes: UNF:6:VxGm3AtnIWkqcMsUtZ5LWQ==
C17_5
f4570428 Location:	Variable Format: character Notes: UNF:6:73Xbxy+uA8RVMdYSkGvL7Q==
C17_6
f4570428 Location:	Variable Format: character Notes: UNF:6:PS1ve3PONe3DadwgSsMeSw==
C17_9
f4570428 Location:	Variable Format: character Notes: UNF:6:z/C+y6UPrZISEJ7k33aIIA==
C17_10
f4570428 Location:	Variable Format: character Notes: UNF:6:JXNiiX4I2OKPswTyKUyu/A==
C17_12
f4570428 Location:	Variable Format: character Notes: UNF:6:nZGyTFGkBH6alAKdRlNk2A==
C17_13
f4570428 Location:	Variable Format: character Notes: UNF:6:YskyNNkD6VT2ZO0d+EW/cg==
C17_15
f4570428 Location:	Variable Format: character Notes: UNF:6:U0AHF/eQhNxD3qJ7uEc+BA==
C17_99
f4570428 Location:	Variable Format: character Notes: UNF:6:QCBfhQy5L8lDO8yKJPmC3Q==
C17other
f4570428 Location:	Variable Format: character Notes: UNF:6:chSEcmR1TnBxfRC3rk5Sig==
C18
f4570428 Location:	Variable Format: character Notes: UNF:6:v4ZYjBXSp1K98pwK8JXthQ==
C18_1
f4570428 Location:	Variable Format: character Notes: UNF:6:lK6MDqOtISVS43m5h6nu5w==
C18_8
f4570428 Location:	Variable Format: character Notes: UNF:6:wGepwe1YAaz0bHqbJn2qDA==
C18_9
f4570428 Location:	Variable Format: character Notes: UNF:6:06Vrq+dcM48xwuaGR+wztg==
C18_10
f4570428 Location:	Variable Format: character Notes: UNF:6:Z1pkW96AuwQSB893D272vQ==
C18_11
f4570428 Location:	Variable Format: character Notes: UNF:6:Ig6Pbv0Gvu0WHpCBbZdYFw==
C18_12
f4570428 Location:	Variable Format: character Notes: UNF:6:z/C+y6UPrZISEJ7k33aIIA==
C18_13
f4570428 Location:	Variable Format: character Notes: UNF:6:/f2CoihkKsfUalPYqNvH4Q==
C18_18
f4570428 Location:	Variable Format: character Notes: UNF:6:mlcEk7WnKiMUnHaYiIbLzA==
C18_19
f4570428 Location:	Variable Format: character Notes: UNF:6:nZGyTFGkBH6alAKdRlNk2A==
C18_99
f4570428 Location:	Variable Format: character Notes: UNF:6:lNlvYrxuBPam0hSP26veDw==
C18other
f4570428 Location:	Variable Format: character Notes: UNF:6:HfRcMbl/VYYOejkByEqCVg==
C19
f4570428 Location:	Variable Format: character Notes: UNF:6:nJ/Zagw719uuunTHz+OvhA==
C19_1
f4570428 Location:	Variable Format: character Notes: UNF:6:fJUYbGc1xnPI1FqZYqFu+Q==
C19_2
f4570428 Location:	Variable Format: character Notes: UNF:6:01wwX5na3eO3yaIQeF7X8w==
C19_3
f4570428 Location:	Variable Format: character Notes: UNF:6:4efMiHCHLcPoFJ4kUFEfsQ==
C19_4
f4570428 Location:	Variable Format: character Notes: UNF:6:YQ05F//ZgzAjG2rB+tRlYQ==
C19_5
f4570428 Location:	Variable Format: character Notes: UNF:6:xWRC+C4t3CJNw8dSoKoPeA==
C19_99
f4570428 Location:	Variable Format: character Notes: UNF:6:U0AHF/eQhNxD3qJ7uEc+BA==
C19other
f4570428 Location:	Variable Format: character Notes: UNF:6:hoTxVoeIOUC/hvoAyDdALQ==
C20
f4570428 Location:	Variable Format: character Notes: UNF:6:Hi/tZyOOWhCxg2WPwGEeOg==
C20_2
f4570428 Location:	Variable Format: character Notes: UNF:6:LJknvNx4AFww2bRoBgGLPg==
C20_3
f4570428 Location:	Variable Format: character Notes: UNF:6:cVwgrrN/pmrFujla6tGgxw==
otherspecies1
f4570428 Location:	Variable Format: character Notes: UNF:6:zxCATZ/INnKVqouvrAQjvw==
fish_species
f4570428 Location:	Variable Format: character Notes: UNF:6:hm8JbGjFXTDUCWCZJrcArg==
fish_species_1
f4570428 Location:	Variable Format: character Notes: UNF:6:vUZQz17eGSIhvBSy9HqekQ==
fish_species_2
f4570428 Location:	Variable Format: character Notes: UNF:6:LtEKwsEdwllyyFToyri4VA==
fish_species_3
f4570428 Location:	Variable Format: character Notes: UNF:6:LtEKwsEdwllyyFToyri4VA==
fish_species_4
f4570428 Location:	Variable Format: character Notes: UNF:6:xe6z/YFwqWx1tpXEr3ElfA==
fish_species_6
f4570428 Location:	Variable Format: character Notes: UNF:6:1u5fM3ZyOsbPWSVPWnD5Ew==
fish_species_7
f4570428 Location:	Variable Format: character Notes: UNF:6:h2aRLbOV7gYTUTv2g86AEA==
fish_species_8
f4570428 Location:	Variable Format: character Notes: UNF:6:6+Zolf5dLZvCJuzhmkjGTA==
fish_species_9
f4570428 Location:	Variable Format: character Notes: UNF:6:568IHnA+gk9cgZhUdM9ONg==
fish_species_10
f4570428 Location:	Variable Format: character Notes: UNF:6:o/weT8hsHywdaemhTccwLQ==
fish_species_11
f4570428 Location:	Variable Format: character Notes: UNF:6:TSCUMOkouC11+bzRNokWKw==
fish_species_12
f4570428 Location:	Variable Format: character Notes: UNF:6:o7G/8Xqcil3a1C/HIDg5uQ==
fish_species_13
f4570428 Location:	Variable Format: character Notes: UNF:6:nygQ4iGe9F7aZdct351GRQ==
fish_species_99
f4570428 Location:	Variable Format: character Notes: UNF:6:WPCEX+No4pQkO8gQaT3qow==
otherspecies2
f4570428 Location:	Variable Format: character Notes: UNF:6:WLVCj/bN+gJiolFvXTH89A==
seed_production
f4570428 Location:	Summary Statistics: StDev NaN; Mean NaN; Max. NaN; Valid 0.0; Min. NaN Variable Format: numeric Notes: UNF:6:LVVl+0g9jqRSWnqSKWd9EA==
D10
f4570428 Location:	Summary Statistics: StDev 1017.1034724570605; Min. 3.0; Valid 96.0; Mean 142.0; Max. 9999.0; Variable Format: numeric Notes: UNF:6:ftUgkYfbzrOs1z9UYUrK0A==
D11
f4570428 Location:	Summary Statistics: Max. 9999.0; Min. 0.5; Valid 96.0; StDev 1020.0903218846023; Mean 108.40625 Variable Format: numeric Notes: UNF:6:dk9odxBcVf8ME1BgQEjEdA==
D12
f4570428 Location:	Summary Statistics: Min. 15.0; Mean 79.14583333333334; StDev 28.00262362394925; Max. 100.0; Valid 96.0 Variable Format: numeric Notes: UNF:6:GtJLfLk4m6ddJduSxixZnQ==
D13
f4570428 Location:	Summary Statistics: Max. 1.0E7; Valid 96.0; Mean 862187.5; StDev 1749313.3709363919; Min. 0.0 Variable Format: numeric Notes: UNF:6:k6psO3uFH/4NZCRrvjA9CQ==
D14
f4570428 Location:	Summary Statistics: Mean 2116093.75; Min. 0.0; Max. 3.0E7; Valid 96.0; StDev 4170951.8794385614 Variable Format: numeric Notes: UNF:6:E+TvL4DYPEmHrYbJz2AJnA==
E01
f4570428 Location:	Variable Format: character Notes: UNF:6:dhjKH6Rc+TLlOlEjbIH1XA==
E02
f4570428 Location:	Variable Format: character Notes: UNF:6:3OaIq8CJsCCGWSEDbNjz5Q==
E02_1
f4570428 Location:	Variable Format: character Notes: UNF:6:KAz0gC6OScrgaHwXSo6/QQ==
E02_2
f4570428 Location:	Variable Format: character Notes: UNF:6:L5ktuO483xPT2A+Hzgnv6Q==
E02_3
f4570428 Location:	Variable Format: character Notes: UNF:6:Nip146atmfctcqqVZw6nYA==
E02_5
f4570428 Location:	Variable Format: character Notes: UNF:6:pedRzDbWTLeVuShIt16OVA==

Document Description

Citation

Title:

Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds

Identification Number:

doi:10.7910/DVN/QDSISF

Distributor:

Harvard Dataverse

Date of Distribution:

2021-04-19

Version:

Bibliographic Citation:

Shikuku, Kelvin Mashisia, 2021, "Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds", https://doi.org/10.7910/DVN/QDSISF, Harvard Dataverse, V1, UNF:6:0KMro/AAbMvu12RMKPHp8w== [fileUNF]

Study Description

Citation

Title:

Replication Data for: Lock-ins to the dissemination of genetically improved fish seeds

Identification Number:

doi:10.7910/DVN/QDSISF

Authoring Entity:

Shikuku, Kelvin Mashisia (WorldFish)

Producer:

WorldFish

Date of Production:

2021-03-10

Software used in Production:

KoBo (data collection)

Software used in Production:

STATA (data cleaning and analysis)

Distributor:

Harvard Dataverse

Distributor:

WorldFish

Access Authority:

Shikuku, Kelvin Mashisia

Depositor:

WorldFish RDM Team

Date of Deposit:

2021-04-19

Holdings Information:

https://doi.org/10.7910/DVN/QDSISF

Study Scope

Keywords:

Social Sciences, Genetically improved farmed tilapia, Scaling, Seed quality, Seed system, Aquatic food systems, Bangladesh

Abstract:

Well-functioning fish seed systems are crucial for human nutrition and improved livelihoods. Yet fish seed systems have received considerably little attention in the diffusion process for genetically improved strains. This study examined how seed systems of genetically improved fish strains function, assessed constraints faced, and explored entry-points to increased diffusion. To address these objectives, the study combined the seed systems performance assessment framework with innovation systems thinking. Data came from participatory multi-stakeholder workshops and interviews with tilapia hatchery operators and grow-out farmers in Bangladesh. We found that tilapia seed production and dissemination was profitable and cost-effective indicating a business case for supply chain actors. However, there were several binding constraints including low adoption of elite broodstock, vulnerability to weather shocks and diseases, poor quality of complementary inputs, intermittent electricity supply, hidden costs of seed transportation, and limited market access. These constraints and their causes interacted, creating systemic lock-ins through blocking mechanisms related to incomplete enforcement of regulatory frameworks to control hatchery practices and quality of inputs; limited knowledge about broodstock management, quality seed production, and disease management; weak adaptive capacity to weather shocks; and limited access to credit. Projects, programs, and policies targeted at accelerating adoption of good quality fish seed should focus on the following important aspects. First, strengthening institutional capacity to monitor and enforce quality control. Second, increasing advocacy and knowledge transfer about benefits and sources of elite broodstock. Third, promoting adoption of better management practices by hatcheries and farmers including adaptation to weather shocks. Fourth, leveraging partnerships with local service providers as intermediaries. Fifth, using social networks for information diffusion among farmers.

Date of Collection:

2019-07-2019-08

Country:

Bangladesh

Kind of Data:

Survey data

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Shikuku, K. M. Tran, N. Joffre, O. M. et al. (2020). Lock-ins to the dissemination of genetically improved fish seeds. Agricultural Systems, 188: 103042.

Identification Number:

20.500.12348/4432

Bibliographic Citation:

Shikuku, K. M. Tran, N. Joffre, O. M. et al. (2020). Lock-ins to the dissemination of genetically improved fish seeds. Agricultural Systems, 188: 103042.

File Description--f4570428

File: replication_lock ins paper.tab

Number of cases: 96
No. of variables per record: 594
Type of File: text/tab-separated-values

Notes:

UNF:6:0KMro/AAbMvu12RMKPHp8w==

Variable Description

List of Variables:

a06 - a06
roleathatchery - roleathatchery
Category - Category
cat - cat
id - id
Qseed - Qseed
broodcost - broodcost
fryinc - fryinc
GIFT - GIFT
tilafertcost - tilafertcost
oxytab - oxytab
antibio - antibio
hormone - hormone
alcohol - alcohol
watertreat - watertreat
otherchem - otherchem
tilachemcost - tilachemcost
tilachemcost_w - tilachemcost_w
broodfeedcost - broodfeedcost
broodfeedcost_w - broodfeedcost_w
fingerfeedcost - fingerfeedcost
fingerfeedcost_w - fingerfeedcost_w
assetcost - assetcost
assetcost_w - assetcost_w
exp - exp
I07 - I07
I07a - I07a
othercost - othercost
othercost_w - othercost_w
varcost - varcost
varcost_w - varcost_w
consent - consent
a01 - a01
a02 - a02
a03 - a03
a09 - a09
a10 - a10
a11 - a11
a12 - a12
a13 - a13
a13_1 - a13_1
a13_2 - a13_2
a13_3 - a13_3
a13_4 - a13_4
a13_5 - a13_5
a13_6 - a13_6
a13_7 - a13_7
a13_99 - a13_99
a13other - a13other
a15 - a15
a15_1 - a15_1
a15_2 - a15_2
a15_3 - a15_3
a15_4 - a15_4
a15_5 - a15_5
a15_6 - a15_6
a15_7 - a15_7
a15_8 - a15_8
a15_9 - a15_9
a15_10 - a15_10
a15_11 - a15_11
a15_12 - a15_12
a15_13 - a15_13
a15_14 - a15_14
a15_99 - a15_99
a15other - a15other
a16 - a16
a16_1 - a16_1
a16_2 - a16_2
a16_3 - a16_3
a16_4 - a16_4
a16_5 - a16_5
a16_6 - a16_6
a16_7 - a16_7
a16_8 - a16_8
a16_9 - a16_9
a16_10 - a16_10
a16_11 - a16_11
a16_12 - a16_12
a16_99 - a16_99
a16other - a16other
a17 - a17
a17_1 - a17_1
a17_2 - a17_2
a17_3 - a17_3
a17_4 - a17_4
a17_5 - a17_5
a17_6 - a17_6
a17_7 - a17_7
a17_8 - a17_8
a17_99 - a17_99
a17other - a17other
b01 - b01
date2 - date2
experience - experience
b02 - b02
b02_1 - b02_1
b02_2 - b02_2
b02_3 - b02_3
b02_4 - b02_4
b02_5 - b02_5
b02_6 - b02_6
b03 - b03
b03_1 - b03_1
b03_2 - b03_2
b03_3 - b03_3
b04 - b04
b05 - b05
b06 - b06
b07 - b07
b08 - b08
b09 - b09
b10 - b10
b11 - b11
b12 - b12
b12_1 - b12_1
b12_2 - b12_2
b12_3 - b12_3
b12_4 - b12_4
b12_5 - b12_5
b13 - b13
b14 - b14
b14_1 - b14_1
b14_2 - b14_2
b14_3 - b14_3
b15 - b15
b16 - b16
b17 - b17
b17_1 - b17_1
b17_2 - b17_2
b17_3 - b17_3
b17_4 - b17_4
b17_5 - b17_5
b17_6 - b17_6
b17_7 - b17_7
b17_8 - b17_8
b17_9 - b17_9
b17_99 - b17_99
b17other - b17other
C01 - C01
C02 - C02
C03 - C03
C04 - C04
C05 - C05
C05_1 - C05_1
C05_2 - C05_2
C05_3 - C05_3
C11 - C11
C12 - C12
C12_1 - C12_1
C12_2 - C12_2
C12_3 - C12_3
C12_4 - C12_4
C13 - C13
C13_1 - C13_1
C13_2 - C13_2
C13_3 - C13_3
C13_4 - C13_4
C13_99 - C13_99
C13other - C13other
C14 - C14
C15 - C15
C16 - C16
C17 - C17
C17_1 - C17_1
C17_2 - C17_2
C17_3 - C17_3
C17_4 - C17_4
C17_5 - C17_5
C17_6 - C17_6
C17_9 - C17_9
C17_10 - C17_10
C17_12 - C17_12
C17_13 - C17_13
C17_15 - C17_15
C17_99 - C17_99
C17other - C17other
C18 - C18
C18_1 - C18_1
C18_8 - C18_8
C18_9 - C18_9
C18_10 - C18_10
C18_11 - C18_11
C18_12 - C18_12
C18_13 - C18_13
C18_18 - C18_18
C18_19 - C18_19
C18_99 - C18_99
C18other - C18other
C19 - C19
C19_1 - C19_1
C19_2 - C19_2
C19_3 - C19_3
C19_4 - C19_4
C19_5 - C19_5
C19_99 - C19_99
C19other - C19other
C20 - C20
C20_2 - C20_2
C20_3 - C20_3
otherspecies1 - otherspecies1
fish_species - fish_species
fish_species_1 - fish_species_1
fish_species_2 - fish_species_2
fish_species_3 - fish_species_3
fish_species_4 - fish_species_4
fish_species_6 - fish_species_6
fish_species_7 - fish_species_7
fish_species_8 - fish_species_8
fish_species_9 - fish_species_9
fish_species_10 - fish_species_10
fish_species_11 - fish_species_11
fish_species_12 - fish_species_12
fish_species_13 - fish_species_13
fish_species_99 - fish_species_99
otherspecies2 - otherspecies2
seed_production - seed_production
D10 - D10
D11 - D11
D12 - D12
D13 - D13
D14 - D14
E01 - E01
E02 - E02
E02_1 - E02_1
E02_2 - E02_2
E02_3 - E02_3
E02_5 - E02_5
E02_6 - E02_6
E02_8 - E02_8
E02_9 - E02_9
E02_99 - E02_99
E02other - E02other
F01 - F01
F02 - F02
F02_1 - F02_1
F02_2 - F02_2
F02_3 - F02_3
F02_4 - F02_4
F02_5 - F02_5
F02_99 - F02_99
F02other - F02other
G01 - G01
G01_1 - G01_1
G01_2 - G01_2
G01_3 - G01_3
G01_4 - G01_4
G01_6 - G01_6
G01_7 - G01_7
G01_8 - G01_8
G01_9 - G01_9
G01_12 - G01_12
G01_13 - G01_13
G01_14 - G01_14
G01other1 - G01other1
G01other2 - G01other2
G01other3 - G01other3
G01other4 - G01other4
G06 - G06
G06_4 - G06_4
G06_8 - G06_8
G06_9 - G06_9
G06_11 - G06_11
G06_12 - G06_12
G06_13 - G06_13
G06other1 - G06other1
G06other2 - G06other2
G06other3 - G06other3
H01 - H01
H01_1 - H01_1
H01_2 - H01_2
H01_3 - H01_3
H01_4 - H01_4
H01_5 - H01_5
H01_6 - H01_6
H02a - H02a
H03a - H03a
H04a - H04a
H05a - H05a
H06a - H06a
H07a - H07a
H02b - H02b
H03b - H03b
H04b - H04b
H05b - H05b
H06b - H06b
H07b - H07b
H08b - H08b
H09b - H09b
H10b - H10b
H11b - H11b
H02c - H02c
H03c - H03c
H04c - H04c
H05c - H05c
H06c - H06c
H07c - H07c
H08c - H08c
H09c - H09c
H10c - H10c
H11c - H11c
H12 - H12
I01 - I01
I01_1 - I01_1
I01_2 - I01_2
I01_3 - I01_3
I01_4 - I01_4
I01_5 - I01_5
I01_6 - I01_6
I01_7 - I01_7
I01_8 - I01_8
I01_9 - I01_9
I01_10 - I01_10
I01_11 - I01_11
I01_12 - I01_12
I01_13 - I01_13
I01_14 - I01_14
I01_15 - I01_15
I01_16 - I01_16
I01_17 - I01_17
I01_18 - I01_18
I01_19 - I01_19
I01_20 - I01_20
I06 - I06
I06_1 - I06_1
I06_2 - I06_2
I06other - I06other
I08 - I08
I08_1 - I08_1
I08_2 - I08_2
I08_3 - I08_3
I08_4 - I08_4
I08_5 - I08_5
I08_6 - I08_6
I08_7 - I08_7
I08_99 - I08_99
I08other - I08other
J01 - J01
J02 - J02
J02_1 - J02_1
J02_2 - J02_2
J02_3 - J02_3
J02_4 - J02_4
J02_5 - J02_5
J02_6 - J02_6
J02_7 - J02_7
J02_8 - J02_8
J02_9 - J02_9
J02_10 - J02_10
J02_11 - J02_11
J02_99 - J02_99
J02other - J02other
J03 - J03
J03_1 - J03_1
J03_2 - J03_2
J03_3 - J03_3
J03_4 - J03_4
J03_5 - J03_5
J03_7 - J03_7
J03_99 - J03_99
J03other - J03other
K01 - K01
K02 - K02
K03 - K03
K04 - K04
K04_1 - K04_1
K04_2 - K04_2
K04_3 - K04_3
K04_4 - K04_4
K04_5 - K04_5
K04_99 - K04_99
K04other - K04other
K05 - K05
K06 - K06
K07 - K07
K08 - K08
K09 - K09
K09other - K09other
K10 - K10
K10_1 - K10_1
K10_2 - K10_2
K10_3 - K10_3
K10_4 - K10_4
K10_5 - K10_5
K10_6 - K10_6
K10_99 - K10_99
K11 - K11
K11_1 - K11_1
K11_2 - K11_2
K11_3 - K11_3
K11_4 - K11_4
K11_5 - K11_5
K11_6 - K11_6
K11_99 - K11_99
K11other - K11other
K12 - K12
K13 - K13
K13_1 - K13_1
K13_2 - K13_2
K13_3 - K13_3
K13_4 - K13_4
K13_5 - K13_5
K13_6 - K13_6
K13_99 - K13_99
K14 - K14
K15 - K15
K16 - K16
K17 - K17
L01 - L01
L02 - L02
date4 - date4
L03 - L03
L04 - L04
L05 - L05
L06 - L06
L07 - L07
L07_1 - L07_1
L07_2 - L07_2
L07_3 - L07_3
L07_4 - L07_4
L07_5 - L07_5
L07_6 - L07_6
L07_7 - L07_7
L07_8 - L07_8
L07_9 - L07_9
L07_10 - L07_10
L07_11 - L07_11
L07_88 - L07_88
L07_99 - L07_99
L07other - L07other
M01 - M01
M05 - M05
M09 - M09
M10 - M10
M10other - M10other
M11 - M11
M11_1 - M11_1
M11_2 - M11_2
M11_3 - M11_3
M11_4 - M11_4
M11_5 - M11_5
M11_6 - M11_6
M11_7 - M11_7
M11_8 - M11_8
M11_9 - M11_9
M11_11 - M11_11
M11_99 - M11_99
M11other - M11other
M12 - M12
M13 - M13
M13other - M13other
M14 - M14
M14_1 - M14_1
M14_2 - M14_2
M14_3 - M14_3
M14_4 - M14_4
M14_5 - M14_5
M14_6 - M14_6
M14_7 - M14_7
M14_8 - M14_8
M14_9 - M14_9
M14_11 - M14_11
M14_99 - M14_99
M14other - M14other
M15 - M15
M16 - M16
M16_1 - M16_1
M16_2 - M16_2
M16_3 - M16_3
M16_4 - M16_4
M16_5 - M16_5
M16_88 - M16_88
M16_99 - M16_99
M16other - M16other
M17 - M17
M18 - M18
M18_1 - M18_1
M18_2 - M18_2
M18_3 - M18_3
M18_4 - M18_4
M18_5 - M18_5
M18_6 - M18_6
M18_7 - M18_7
M18_8 - M18_8
M18_99 - M18_99
M18other - M18other
M19 - M19
M19_1 - M19_1
M19_2 - M19_2
M19_3 - M19_3
M19_4 - M19_4
M19_5 - M19_5
M19_99 - M19_99
M19other - M19other
M20 - M20
M20_1 - M20_1
M20_2 - M20_2
M20_3 - M20_3
M20_4 - M20_4
M20_5 - M20_5
M20_6 - M20_6
M20_7 - M20_7
M20_8 - M20_8
M20_9 - M20_9
M20_10 - M20_10
M20_11 - M20_11
M20_12 - M20_12
M20_13 - M20_13
M20_14 - M20_14
M20_88 - M20_88
M20_99 - M20_99
M21 - M21
M22 - M22
M23 - M23
M24 - M24
M24_1 - M24_1
M24_2 - M24_2
M24_3 - M24_3
M24_4 - M24_4
M24_5 - M24_5
M24_6 - M24_6
M24_7 - M24_7
M24_8 - M24_8
M24_99 - M24_99
M25 - M25
M25_1 - M25_1
M25_2 - M25_2
M25_3 - M25_3
M25_4 - M25_4
M25_5 - M25_5
M25_99 - M25_99
M25other - M25other
M26 - M26
M27 - M27
M27_1 - M27_1
M27_2 - M27_2
M27_3 - M27_3
M27_4 - M27_4
M27_5 - M27_5
M27_6 - M27_6
M27_7 - M27_7
M27_8 - M27_8
M27_99 - M27_99
M27other - M27other
M28 - M28
M28_1 - M28_1
M28_2 - M28_2
M28_3 - M28_3
M28_4 - M28_4
M28_5 - M28_5
M28_6 - M28_6
M28_7 - M28_7
M28_8 - M28_8
M28_9 - M28_9
M28_10 - M28_10
M28_11 - M28_11
M28_12 - M28_12
M28_99 - M28_99
M28other - M28other
_uuid - _uuid
_index - _index
nostrains - nostrains
menfamilyFTE - menfamilyFTE
femfamilyFTE - femfamilyFTE
menfullFTE - menfullFTE
femfullFTE - femfullFTE
menpartFTE - menpartFTE
fempartFTE - fempartFTE
menfamilyFTE_w - menfamilyFTE_w
femfamilyFTE_w - femfamilyFTE_w
menfullFTE_w - menfullFTE_w
femfullFTE_w - femfullFTE_w
menpartFTE_w - menpartFTE_w
fempartFTE_w - fempartFTE_w
age1 - age1
age2 - age2
age3 - age3
age4 - age4
malefamily - malefamily
femalefamily - femalefamily
malefull - malefull
malefull_w - malefull_w
femalefull - femalefull
malepart - malepart
malepart_w - malepart_w
femalepart - femalepart
lbrcost - lbrcost
tilalbrcost - tilalbrcost
tilalbrcost_w - tilalbrcost_w
tilafertcost_w - tilafertcost_w
TC - TC
fryinc_w - fryinc_w
profit - profit
cat1 - cat1

Variables

a06

f4570428 Location:

Summary Statistics: Valid 96.0; StDev 172.09785791045866; Max. 902.0; Min. 1.0; Mean 107.96875

Variable Format: numeric

Notes: UNF:6:K7g7G1l4AcFgUBeMg6Fyjg==

roleathatchery

f4570428 Location:

Variable Format: character

Notes: UNF:6:hmkkAQMhoavZGeVz+Nw6yA==