Learn more about the program
Lewis Reddick - Conquer Urban Blight | Construction Capstone, exploring solutions for complex construction challenges | Fall 2023 |
Learn more about the program
Kevana Funches - Resolving the Cycle: Minneapolis' Reactive Nature to Incidents of Police Brutality | Community case study: Minneapolis community and police relations | Fall 2023 | |
Merritt Johnson - Revolutionary Tragedy: Moving Forward in the Aftermath of George Floyd | Community case study: Minneapolis community and police relations | Fall 2023 | |
Theresa Klepper - Google-Nest Merger: Accessibility as a Workplace Shift | Organizational case study: Google & Nest Merger | Fall 2023 | |
Gonzalo Miranda - Yemen in the Shadows: The Reality Faced by Children | International case study: Yemen, post-Arab Spring | Fall 2023 | |
Chuyue Zhang - Google Walkout: Re-establishing Trust After Corporation Retaliation | Organizational case study: Google & Nest Merger | Fall 2023 |
Strategic Communication Capstone Experience | Capstone Project - Communication Strategy for legacy publishing brand | n/a |
WCS Bronx Zoo Events and Catering Department Final Report: Net Zero Mission | Wildlife Conservation Society - Events & Catering Department | Fall 2023 | |
Building a Greener Future: Leveraging Environmental Data in Real Estate | OSCRE International | Fall 2023 | |
Ocean Awareness and Sustainability: Hotel Engagement & Programming | Ocean Rescue Alliance International | Fall 2023 | |
Gamifying the Race to Net-Zero Buildings | Urban Green Council, City Atlas | Fall 2023 | |
A Rare Approach to the Environment: Developing a Framework for Strategic Planning | Rare | Fall 2023 | |
Finding Refuge: A Plan for Sustainable Humanitarian Operations at International Rescue Committee (IRC) | International Rescue Committee | Fall 2023 | |
Community Engagement Plan: City of Palm Coast | City of Palm Coast, FL | Fall 2023 | |
Expedite the Adoption of GRI 13: Agriculture, Aquaculture, and Fishing in the United States | Global Reporting Initiative | Fall 2023 | |
Seaside Sustainability Strategic Consulting Plan | Seaside Sustainability | Summer 2023 | |
Removing Policy Barriers to Distributed Renewable Energy in Agriculture | Power for All | Summer 2023 | |
Zamalek Island Ecosystem Services Assessment | Zamalek Association for Services Development, Cairo, Egypt | Spring 2023 | |
Climate Adaptation Project Impact Assessment Guide | C40 Cities Finance Facilities (CFF) | Spring 2023 | |
Innovation in Forest & Biodiversity Conservation | The Overbrook Foundation | Spring 2023 | |
The Business Cost of Corporate Conflict with Communities Impacted by Extractive Projects | Amazon Watch | Spring 2023 | |
Recommendations for RGGI States to Leverage Auction Proceeds Given the Inflation Reduction Act | The Regional Greenhouse Gas Initiative (RGGI) | Spring 2023 | |
Marine Park Alliance Strategic Plan | Marine Park Alliance | Spring 2023 | |
Sustainable Business Model for Coastal Resilience in South Florida | Ocean Rescue Alliance International | Spring 2023 | |
Scaling the Ground Source Heat Pump Industry in New York State | New York Geothermal Energy Organization (NY-GEO) | Fall 2022 | |
Stand for Trees, Forests, and Biodiversity | The Overbrook Foundation, JustChange, Rainforest Alliance | Fall 2022 | |
Empowering Environmental Stewardship in Florida Title 1 Students through Coral Restoration Education | Coral Restoration Foundation | Fall 2022 | |
Integrating Health and Equity into an Economic Valuation of Nature | OneNature and the International Fund for Animal Welfare (IFAW) | Fall 2022 | |
Understanding Sustainability Portfolio Risks and Opportunities | Trinity Church Wall Street | Fall 2022 | |
Advancing Electrification | Office of Sustainability, Ithaca, NY | Fall 2022 | |
U.S. Supermarket Refrigeration: Most Effective Policies for Achieving Net Zero Emissions | North American Sustainable Refrigeration Council | Fall 2022 | |
Workforce Development for Clean Energy Economy in NJ & PA | Energy Efficiency Alliance | Summer 2022 | |
Environmental Impact Measurement Tool for Agricultural Startup | Re-Nuble | Summer 2022 | |
Strategy for Tracking and Reducing Scope 3 Freight Emissions | Columbia University | Summer 2022 | |
Sustainable Model Transit-Orientated Design and Policy | Tri-State Transportation Campaign | Spring 2022 | |
Evaluating the Future Availability of Clean Electricity for Sea-Tac Airport | Port of Seattle, Seattle-Tacoma International Airport, Aviation Division | Spring 2022 | |
Saving Wild Spaces: Ecotourism as a Tool for Conservation | Wild Tomorrow Fund | Spring 2022 | |
Advancing Environmental Justice in the Private Sector | EPA Smart Sectors Program | Spring 2022 | |
Building Park Management Capacity among Parks Groups in NYC | Friends of Morningside Park | Spring 2022 | |
African Forestry Landscape Restoration Initiative | World Resources Institute’s (WRI) Global Restoration Initiative (GRI) | Spring 2022 |
Estimating the Environmental Impact of the Shift to E-Commerce in New York City | Open Plans | Fall 2023 | |
From Carbon Removal to Credits - an Assessment Framework | The International REC Standard | Spring 2023 | |
Sustainability Analysis of the Dirty Heating Fuel Switch Under NYC’s Clean Heat Program | NYC Department of Health and Mental Hygiene | Fall 2022 | |
Risk Assessment and Monitoring Plan for Buchanan-Verplanck Elementary School | Indian Point Decommissioning Oversight Board | Spring 2022 |
Ariana Cakala - Flexive | Reinventing workout industry by providing personalized application, individual workout space and equipment at hand. | Summer 2023 | |
James Rogers - Fitness for Future: Excellence in Activity (F3EA) | Revolutionize and Replace the current physical fitness standards and testing in the United States military. | Summer 2023 | |
Vandita Verma - Nutri Byte | Gamechanger in the nutrition industry by preparing cooked meals and delivering them to your doorstep. | Summer 2023 | |
Sophia Wei - DineDate: Where Foodies Unite | Dating app that brings foodies together based on their food passion and dining experiences. | Summer 2023 |
Extracting complicated data from long documents.
For their master's capstone project, Sudhan Chitgopkar, Noah Dohrmann, Stephanie Monson and Jimmy Mendez built a machine learning model to extract information from limited partnership agreements (Brittany Buzzutto/SEAS)
Data science and computational science and engineering master’s students at the Harvard John A. Paulson School of Engineering and Applied Sciences (SEAS) take “AC297R: Computational Science and Engineering Capstone Project.” Taught by Weiwei Pan, Assistant Director for Graduate Studies in Data Science, the course groups students together for semester-long research projects in which they work with “client” organizations to tackle real-world challenges.
AI-Enabled Information Extraction for Investment Management
Noah Dohrmann (S.M. ‘24), Sudhan Chitgopkar (S.M. ‘24), Jimmy Mendez (S.M. ‘24), Stephanie Monson (S.M. ‘24, M.E. ‘25)
Client: Harvard Management Company
What real-world challenge does this project address?
This project focuses on extracting information from Limited Partnership Agreements – legal documents which outline terms for a monetary partnership between two entities. These documents are long, verbose, and difficult to parse. As a result, entire legal teams are sometimes necessary to summarize these documents. Here, we streamline the process by developing a machine learning model able to ingest and extract salient information from LPAs, reducing the workload and complexity that financial firms like the Harvard Management Company face.
How does this research attempt to solve that real-world challenge?
This research helps take large semi-structured data (like long documents that have different sections or subsections) and extract a set of terms from the data. Presently, machine learning models aren't well-suited to understanding and retaining large amounts of context (as you might need when reading 100+ page documents). To solve this problem, our research has developed both machine learning and classical software engineering applications to help pass only the most relevant context to large language models (LLMs). We also develop some of the existing literature on prompt engineering to help LLMs generate accurate answers to tough, industry-specific questions.
How did you apply the skills you learned at SEAS to your project?
The skills we’ve learned at SEAS helped us design and develop a cohesive and production-level application end-to-end. SEAS has taught us how to design good, robust, and versatile software and how to turn those designs into reality at scale to be deployed at companies of all sizes – which is hopefully the future for this project!
What part of the project proved the most challenging?
LLMs are very prone to “hallucination,” or providing a false response if it does not find the query or if the query answer does not exist in the document at all. These false positives are quite undesirable when the information extracted from the document will be used to make key business decisions, such as investment. Through prompt engineering techniques, we were able to greatly reduce the false positive rates.
What part of the project did you enjoy the most?
We really enjoyed working closely alongside the C-suite, data science team, and lawyers at the Harvard Management Company, and gaining insights from different stakeholders in the project. Often, we think software projects like these are limited to developers and their direct managers, but having such a diverse set of people working alongside us gave us fresh new perspectives and helped us consider new ideas.
What did you learn, or skills did you gain, through this project?
We were able to broaden our understanding of different machine learning paradigms while getting rigorous hands-on experience and developing production-level software with some great people!
Topics: Academics , AI / Machine Learning , Applied Computation , Computer Science , Industry
Join the Harvard SEAS mailing list.
Matt Goisman | [email protected]
Speeding up document analysis ahead of negotiations
Academics , AI / Machine Learning , Applied Computation , Computer Science
Using drones to rapidly assess disaster sites
Bridging fashion cultural heritage with innovative design
Academics , AI / Machine Learning , Applied Computation , Computer Science , Design
We are proud to be the first member organization providing scholarships specifically to nurse educators. The NLN Foundation for Nursing Education offers scholarships of up to $8,000 each year to support the NLN’s mission to build a strong and diverse nursing workforce to advance the health of the nation and the global community.
These scholarships are awarded to nurses pursuing advanced degrees to advance their career as a full-time nurse educator.
The funds are for master's or doctoral students enrolled in accredited programs who have completed at least one full year of study by June 2024 and for whom program/project completion is feasible (i.e. IRB approved for research, dissertation proposal defended, capstone project approved, QI or change initiative approved).
Each proposal must include the below content areas. Carefully review this 2024 NLN Nursing Education Scholarship Review Rubric. Incomplete applications will be disqualified.
Please note that there is not a specific application template, however, each application should attempt to follow the order of the checklist and use headings indicative of these requirements.
2024 NFNE Scholarship Applicant Webinar : https://nln.zoom.us/rec/share/HulwN7Ai8lhcpj7lTdIAIfrJM-v66MDNmTlJehLMKUZ_Vsuha2Rn1-U-hFGo3-rR.YISrpo1pymez-tfV
Developer.com content and product recommendations are editorially independent. We may make money when you click on links to our partners. Learn More .
Agile methodologies can help software development teams quickly adapt to ever-changing customer needs by emphasizing collaboration and flexibility. As Agile methodologies grow in popularity, so does the demand for Agile project managers. Whether you are a current or aspiring Agile project manager, online courses can help expand your skills and knowledge, advance your career, improve your salary, and enhance job security. Best of all, you can take most online courses at your own pace, regardless of your busy schedule, and many are priced to fit even the most limited budgets.
The following are some of the top online courses for Agile project managers. Some come with a free, seven-day trial, and all offer flexible schedules that let you conveniently learn at your own pace.
Google project management: professional certificate, devops, cloud, and agile foundations specialization, introduction to agile development and scrum, scrum master certification specialization.
Agile with Atlassian Jira is a beginner-level course that requires no previous experience. It teaches basics like Scrum and Kanban, how to apply Agile, how to create/manage boards in Jira Software Cloud, and more.
Over 282,000 students have enrolled in this online course for Agile project managers, giving it a solid 4.7-star rating via 8,000-plus reviews. You can learn at your own pace thanks to a flexible schedule, and if you can dedicate four hours per week to the course, it can be completed in three weeks. Four quizzes will test your newfound knowledge on the topic, and once complete, you will receive a shareable certificate to post on your LinkedIn profile to attract potential employers. Completion also brings you closer to the Jira Cloud Essentials with Agile Mindset Pro Skills Badge (APB-330) from Atlassian University.
Agile with Atlassian Jira consists of four modules:
The Agile with Atlassian Jira course costs $49.
Learn about other Agile Certifications .
The Google Project Management: Professional Certificate promises to give students the in-demand skills they need to become job-ready in less than six months. The beginner-level course requires no degree or experience, and it is ideal for anyone looking to begin a career in Agile project management.
Nearly 1.3 million students have enrolled in the Google Project Management course, giving it a 4.8-star rating via 90,000-plus reviews. It has a flexible schedule and can be completed in six months at a 10-hour-per-week pace. Completing the Professional Certificate not only boosts your resume and offers added recognition, but it can also be used towards college credit for qualifying online degree programs.
The Google Project Management: Professional Certificate course consists of six courses:
It includes 140-plus hours of online instruction, hands-on activities, hundreds of assessments to test your skills and knowledge, and interactive content developed by experienced Google employees. The course qualifies students with over 100 hours of education in project management, setting them up for advanced certifications like the Certified Associate in Project Management (CAPM).
Coursera offers a seven-day free trial for the Google Project Management: Professional Certificate. Once the trial ends, you can continue learning and working toward completion for $49 monthly.
The DevOps, Cloud, and Agile Foundations Specialization is a beginner-level course that only requires basic computer literacy. It covers Agile practices, Scrum methodologies, DevOps essentials, cloud computing core concepts, and more to help you become an in-demand DevOps practitioner. The Agile course is ideal for technical (software engineers, DevOps engineers, cloud specialists, application developers, etc.) and non-technical (project managers, product managers, executives, etc.) looking to boost their skills and knowledge in the hot DevOps field.
Over 12,000 students have enrolled in the DevOps, Cloud, and Agile Foundations Specialization course, giving it a 4.8-star rating via 800-plus reviews. You can learn at your own pace with a flexible schedule and complete the online course in one month by dedicating 10 hours per week.
The DevOps, Cloud, and Agile Foundations Specialization consists of three courses:
It is an applied learning project that asks students to apply and demonstrate an understanding of DevOps and other principles without coding. Hands-on projects include examining a business case study and making recommendations for a DevOps transition, creating a cloud account and provisioning a service on the cloud, developing an Agile plan using ZenHub , and simulating a Scrum sprint.
The DevOps, Cloud, and Agile Foundations Specialization comes with a free seven-day trial from Coursera and costs $49 per month until completed.
Introduction to Agile Development and Scrum is a beginner-level course for executives, product/project managers, development managers, IT Scrum masters, and software developers looking to enhance their skills and knowledge in Agile and Scrum. Over 48,000 students have enrolled in the online Agile course, giving it a 4.9-star rating via 1,300-plus reviews.
Students looking for a quick online course will find it with Introduction to Agile Development and Scrum, as it only takes nine hours to complete with a flexible schedule. The online course consists of four modules:
The final module is optional but offers valuable hands-on experience and only takes one hour to complete.
Coursera offers Introduction to Agile Development and Scrum via a free, seven-day trial. Once the trial ends, access to the online course costs $49 per month.
Are you looking to become a Scrum Master? The Scrum Master Certification Specialization can help you achieve that goal, as it is geared towards Scrum beginners looking to become in-demand experts with Agile Scrum.
Over 52,000 students have enrolled in this online Agile course, giving it a 4.7-star rating via 2,200-plus reviews. Dedicate 10 hours per week, and you can complete the course in one month with a flexible schedule.
The Scrum Master Certification Specialization consists of four courses:
Specific topics covered include task and event management within sprints, Scrum roles, terminology, risk management, and reporting, plus continuous integration, story points, user stories, behavior-driven development, and test-driven development. The course also teaches you how to scale with Scrum and involves collaboration with other students to compare differing approaches and styles.
The Scrum Master Certification Specialization is offered via a seven-day free trial from Coursera. Once the trial ends, access to the course will cost you $49 per month until completed.
When choosing an online course for Agile project management, consider your current experience level and career goals. While some courses are for beginners, others are more advanced and have prerequisites to be met before enrollment. Take a close look at the curriculum. The more comprehensive the course, the better, as it can expand your knowledge, giving you the skills and confidence needed to become a successful Agile project manager. And the more up-to-date the content, the better, as it will better prepare you for this ever-changing field.
The ideal Agile project management course will come from an accredited or recognized organization and be taught by an instructor with plenty of experience and recognition in the field. It will also offer certification or proof you can add to your resume to catch the eye of potential employers. Before choosing an Agile course, check the class format and schedule to ensure it is the right fit. Most online courses for Agile project managers have flexible schedules that let you go along at your own pace. Lastly, make sure the Agile course fits your budget. Some online academies offer Agile project management courses at discounts or with financial aid.
The list above contains some of the best courses for Agile project management. Start with one that matches your current experience level and goals, but do not stop there, as the more knowledge and skills you build, the more your career and compensation as an Agile project manager can advance.
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The capstone project outline serves as your project's roadmap, guiding you through the research, analysis, and presentation of your findings. It brings clarity to your objectives, ensuring that you stay focused on the core purpose of your project. Moreover, it acts as a communication tool, enabling effective collaboration with your project ...
A capstone project outline provides a roadmap for students, helping them systematically organize their ideas, allocate resources, and execute their projects effectively. It ensures that the project is coherent, well-structured, and aligned with the academic objectives, making the entire capstone process more manageable and successful. ...
The capstone project outline serves as your project's roadmap, guiding you through the research, analysis, and presentation of your findings. It brings clarity to your objectives, ensuring that you stay focused on the core purpose of your project. Moreover, it acts as a communication tool, enabling effective collaboration with your project ...
Writing a capstone project outline may initially seem overwhelming, but following these steps and incorporating the insights provided can create a well-structured and comprehensive paper. Remember, the outline serves as the foundation for your project, guiding your research and writing process. Take your time, seek guidance when needed, and ...
But amidst the excitement and anticipation, lies a crucial aspect often overlooked—the role of a well-structured outline. A capstone project represents more than just another assignment; it encapsulates the essence of academic rigor, critical thinking, and scholarly inquiry. It is a chance for students to showcase their expertise, creativity ...
Create and stick to a structure for the project and write-up. Presentation and flow of ideas play a bit part in the impression you make and the points you will get. Use only reliable, academically relevant sources. Make use of primary sources wherever possible, because this gives your project credibility.
Capstone Project Outline. When you first receive this type of assignment, it's a good idea to sit down and brainstorm a capstone project outline. Taking the time to map out your approach will save a great deal of time later. This type of project requires a broad range of skills including the following:
Ch. 5 "Organizing is a journey, not a destination.". - Anonymous. When conceptualizing and developing your capstone project design outline, you will be exploring your project components, structuring your outline format and establishing the scaffolding for how the objectives of your concept will be met in your finalized project.
Capstone Project Objectives Each student in the program will design and develop a digital portfolio that documents their work and ... The narrative should conclude with an outline of the student's professional philosophy (i.e., values, beliefs, and perspectives as related to higher education or student affairs work ...
capstone project. The intent of writing this proposal is for you: 1. To learn to articulate a reasonable, doable-in-one-semester original research project. 2. To outline for yourself each part of the research necessary to complete a timely project. 3. To explain in straightforward language what you will study, what question you
The Capstone Project is an academic study that offers an opportunity to explore a particular issue in much greater depth than is feasible in a class paper, and to argue your own perspective on that issue. LIS 4901 Capstone (4 credit hours) is an alternative to the Practicum. Either the Capstone OR the
Defining Capstone Project. A common question any student has, especially in high school, is the definition of a capstone project. According to the University of Virginia, this task is a two-semester project where students must independently research a topic to obtain a deep understanding of the subject matter.
A capstone project in college is a final independent project undertaken in a program of study designed to assess the skills, knowledge, and expertise acquired by the student. As the name suggests, it is the capstone or crowning achievement of academic life and the last class taken before graduation.
The thesis or capstone project title should be informative and concise, no more than 175 characters including spaces, using uppercase and lowercase letters, centered between the left and right margins, formatted in an inverted pyramid. g. The last sentence of the abstract must start with the word "Keywords:" followed
A capstone project is a comprehensive, culminating academic endeavor undertaken by students typically in their final year of study. It synthesizes their learning experiences, requiring students to apply the knowledge, skills, and competencies gained throughout their academic journey. A capstone project aims to address a real-world problem or ...
A capstone proposal is a document that outlines a research project or paper that demonstrates mastery of a specific field or subject area. It is usually written towards the end of a graduate program and provides students with the opportunity to showcase their research and writing skills.
Creating a capstone project outline Many students have questions about how to write a capstone project outline. Here's a step-by-step guide to help you through the process: Step 1: Understand what you're asked to write Start by thoroughly understanding the requirements and guidelines provided by your institution or capstone project supervisor.
Advising is generally a two- or three-semester commitment. The Honors Capstone Project may take many different forms (see types of Capstone Projects section for more information). The student will not complete the Capstone Project during the Tutorial semester, but will complete a Project Proposal and timeline for the remaining work.
A sample capstone project outline is a visual representation of the paper structure and organization. It acts as a roadmap for writing, helping ensure that the project stays on track. The purpose of the capstone project outline is to provide an overview of all main elements and order in which they will be presented.
The writing process implies a lot of different stages that have to be noted in an outline. Undergraduates need to analyze all the gathered information and present their findings in the capstone project. Learners also need to mention all the literature used for conducted analysis. In most cases, they also need to prepare a presentation to share ...
A capstone project is a multifaceted academic experience typically required for students during the final year of an academic program. It is a comprehensive and interdisciplinary project that often requires students to apply the knowledge and skills acquired throughout their academic careers to solve real-world problems or issues.
The capstone project is a unique opportunity to carry out independent group research in order to devise an innovative solution for a real-world problem. While a project of this scope and scale can be challenging, it can also be very rewarding. The capstone project is usually the final assignment and plays a vital role in preparing students for ...
This is a sample of a generic project-based capstone subject covering common outline components. This capstone project assumes a classroom-based and staged process in which students have a broad project brief but are expected to develop individual responses. It is also team-based, although there is a light touch on those elements in this ...
Many SPS graduate programs require students to undertake a capstone course or similar final project. Capstone courses can take the form of a workshop or independent study. Regardless of their title, such courses provide SPS students with a unique opportunity to demonstrate mastery of the skills and knowledge acquired through their studies in ...
Data science and computational science and engineering master's students at the Harvard John A. Paulson School of Engineering and Applied Sciences (SEAS) take "AC297R: Computational Science and Engineering Capstone Project." Taught by Weiwei Pan, Assistant Director for Graduate Studies in Data Science, the course groups students together for semester-long research projects in which they ...
Description of your Program of Study (i.e. dissertation, capstone, scholarly project, pilot project; quality project; change initiative). Include specific outline, timeline and projected graduation date. If you have competed a dissertation proposal defense or had a DNP project approved, please include defense date.
Capstone: Applying Project Management in the Real World; It includes 140-plus hours of online instruction, hands-on activities, hundreds of assessments to test your skills and knowledge, and interactive content developed by experienced Google employees. The course qualifies students with over 100 hours of education in project management ...
Generative AI tools must be used ethically, responsibly, and intentionally to support student learning, not to bypass it. Accordingly, the AP African American Studies Individual Student Project must be the student's own work. While students are permitted to use generative AI tools consistent with this policy, their use is optional and not mandatory. ...