3 09 06 SMART objectives

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# Proposal Title Objective (quoted) Specific Measurable Achievable / Assumptions Relevant Time-Bound
1 Apopo – Sniffers "Support 1–3 of Apopo’s mission using sniffer animals with geo-data, physio- and enviro-monitoring, and emerging tech" Select 1–3 mission areas (e.g. mine detection, TB, wildlife trade) # of missions supported, # of animals trained/instrumented, data accuracy % Apopo collaboration and access to handlers; feasible sensor setup Strengthens animal-based humanitarian detection Initial prototype and data trial within 12 months
2 Dog & Cat Nutrition – Crowd-Sourced Data Collection "Collect crowd-sourced data to contribute to a LLM or other analysis using emerging tech" Gather pet diet, health, and behavior data via surveys/app # of users, # of submissions, consistency of entries Partnership with vets or pet influencers; secure platform Improves pet health knowledge base and industry data quality Beta app launch by 6 months; dataset of 10k entries by 12 months
3 OpenExo – Open-Source Modular Exoskeleton "Collaborate with SweetBio for diabetes wound care and/or Dr. Karl Zelik for scoliosis support" Define pilot use (mobility aid or wound care assist) # of prototypes, success metrics in lab trials Access to medical expertise, 3D-print or modular materials Aligns with human health & assistive tech innovation MVP design within 9 months; test phase in Year 2
4 Micro-location for Apopo "Support Apopo’s mission to find landmines using sniffer animals with geo-data" Integrate micro-location or UWB tracking for animal accuracy Precision level (m), # of test runs, % reduction in search area Access to GPS/UWB devices and Apopo test fields Directly supports life-saving detection precision Develop prototype within 9 months; field-test in 1 year
5 CodeCrew – Job Readiness Tracker App "Provide better info and timeline for students to be interview- and application-ready starting in Module 1" Outline job readiness steps and milestones in app # of students completing prep, job placement % CodeCrew adoption and data access Boosts job readiness and post-graduation outcomes Launch pilot by next cohort (3–6 months)
6 Outdoor Afro – Memphis Boost "Showcase Memphis’ outdoor and health resources to the African American community by boosting Memphis content and ratings" Collect local data, improve app listings & visuals # of Memphis listings, app engagement, content views Collaboration with Outdoor Afro + local partners Promotes outdoor equity and regional health Memphis module live within 6 months; update quarterly
7 Zooniverse – Open Research Extension (Objective TBD, aligns with citizen science and data use) Enable data labeling or AI support for wildlife/ecology projects # of users contributing, # of datasets tagged Zooniverse API or project access Expands citizen science and AI-based conservation Pilot by 9–12 mo

Copilot version (formatting hidden in response)

Proposal Objective (The what) Specific (S) Measurable (M) Achievable (A) Relevant (R) Time-bound (T)
Proposal ONE (APOPO - Sniffer BEHAVIOR) Develop and pilot a Proof-of-Concept (PoC) micro-location and physiological monitoring system for a team of APOPO sniffer animals to precisely map their search paths and performance metrics. Develop a PoC system integrating geo-data and physio-sensors. Binary: PoC is successfully developed and piloted. Metrics (precision/accuracy) are implied. Yes, a PoC is a manageable initial project scope. Directly supports APOPO's operational efficiency and mission. Missing: No defined deadline for PoC completion.
Proposal TWO (Pet Nutrition) Build a Minimum Viable Product (MVP) data collection platform to successfully gather crowd-sourced feeding, health, and behavioral data for a minimum of 500 dogs and/or cats over a 3-month period. Build an MVP data platform. Quantified: Gather data for 500 pets. Yes, crowd-sourcing a manageable number of users is feasible for an MVP. Directly provides a structured dataset for LLM analysis in pet nutrition. Quantified: 3-month period.
Proposal THREE (OpenExo) Develop a functional software module/library to support one defined biomechanical function of the OpenExo, targeting either diabetes wound care support or scoliosis motion guidance. Develop one functional software module for a specific function (e.g., motion control). Binary: Module is functional and tested (implied). Yes, developing one module is a focused, manageable task. Directly contributes code to the open-source OpenExo project, leveraging university resources. Missing: No defined deadline for module completion.
Proposal FOUR (Micro-location for APOPO sniffers and mines) Design and build a prototype micro-location hardware and software system capable of recording an animal's position with sub-centimeter accuracy in a controlled test environment, and integrate this data with a basic mapping interface. Build a prototype system with hardware and software for positional tracking. Quantified: Must achieve sub-centimeter accuracy. Yes, achieving this precision in a controlled test environment is feasible. Directly addresses the critical need for precise location data in demining/detection. Missing: No defined deadline for prototype completion.
Proposal FIVE (Code Crew App) Develop and launch an MVP mobile/web application providing a module-by-module job search timeline, achieving a 90% student engagement rate within the first cohort. Develop an MVP app with job search timeline and tracking tools. Quantified: 90% student engagement rate. Yes, a targeted MVP launch and high engagement within a specific program is feasible. Directly improves student job readiness and placement rates for the program. Quantified: Within the first cohort (a strong, specific time constraint).
Proposal SIX (Outdoor Afro app) Implement a data aggregation and initial content generation tool that utilizes web scraping and community feedback to populate the Outdoor Afro app with a minimum of 20 high-quality, verified Memphis outdoor resource listings and an initial content-based rating. Implement a tool and populate the app with resource listings. Quantified: Minimum of 20 verified resource listings. Yes, scraping and curating 20 listings is a focused, achievable task. Directly supports the mission of promoting outdoor resources to the African American community in Memphis. Missing: No defined deadline for implementation or content population.