Stakeholders collaborate on the redesign of process
A growing body of literature suggests that co-creation can ultimately result in improved efficiencies and outcomes, increased patient satisfaction and trust and greater capacity for research [ 11 ]. It is a bottom-up approach to improve health services and the population’s health that general practitioners and primary care professionals serve [ 12 ]. We are aware that in scientific literature many different terms are used that fit our notion of co-creation such as co-design, co-production, partnership approaches, stakeholder engagement, patient and public involvement, and participatory research [ 13 ].
Co-creation aims to define the (research) problem, develop and implement interventions and evaluate and define (research and practice) outcomes in a partnership with those who have a stake. For this article, we define stakeholders as those who have an explicit interest in a particular practice, process, decision and/or health outcome and the supporting evidence. Common stakeholders in primary care research are patients, family carers, researchers, care professionals (including managers), advocacy organisations and other relevant stakeholders (e.g. local policymakers, insurance companies). However, every research project using co-creation requires a stakeholder analysis at the stage of defining the research problem. The initial project members start with a brainstorm of all possible stakeholders and then prioritise them according to their power over, influence on, and their interest in the problem and the project. They explore their motivations, interests, positions, expectations and expected benefits [ 14 ].
This paper is relevant for researchers who want to use these co-creative designs and general practitioners who will increasingly read articles using this methodology. They might consider our introduction a ‘first date’. We address possible questions about the context and the what, why, when, and how of these approaches and their main practical and methodological challenges. We provide examples of published empirical studies in primary care and other health care domains and sources for further reading.
Providing high-quality care services is the goal of every primary care professional. Classic ways for improving quality of care are based on evaluating biomedical and psychosocial outcomes, functioning and cost-effectiveness [ 15 ]. In recent years, there has been a shift towards quality of care improvement based on patient experiences by actively involving patients, family carers and the public in the design process of health services. An innovative approach to improving the quality of care services is experience-based co-design [ 16 ]. Published empirical studies using this approach include:
The goal of experience-based co-design is to facilitate collaborative work between patients, family carers and professionals towards a common goal – to improve the quality of care. This approach is a form of action research that seeks to capture and understand how people experience a process or service [ 16 ]. An experience-based co-design approach deliberately draws out the subjective, personal feelings of patients, family carers, the public and professionals to identify touchpoints – key moments that shape a person’s overall experience. Experience-based co-design enables patients, family carers, the public and professionals – as partners – to co-design services or care pathways to improve the quality of care based on experiences.
Health care professionals often think they have the unique expert knowledge to improve care processes and create value for patients [ 16 ]. Berwick [ 20 ] proposed shifting away from professional dominance to a greater focus on co-creation. There is a growing interest in patient and public involvement, often triggered by health policy initiatives and support for co-creating value across health care.
Patient and public involvement entail the active participation of patients, family carers and the public in planning, delivering and evaluating health care services. It involves the ongoing process of patient and service user initiation, building reciprocal relationships, co-learning and re-assessment and feedback [ 21 ]. Involving patients can happen at the individual level – in decisions about individual care and treatment – and at the collective level – in decisions about the delivery of care services [ 22 ].
Based on an adapted version of Arnstein’s [ 23 ] participation ladder, we distinguish five levels of involvement: information, consultation, advising, partnership and citizen control ( Box 2 ). In the primary care context, by the active involvement of patients, family carers, the public and professionals, co-design connects the knowledge of stakeholders to address quality of care priority concerns.
Five levels of patient involvement. Based on Arnstein’s participation ladder [ 23 ].
Five levels of patient involvement. Based on Arnstein's participation ladder [ 23 ].
Information | Researchers provide information to patients and the public. |
Consultation | Researchers seek views of the patients and the public. |
Advising | Researchers selectively include patients and the public in decisions and selectively adopt the advice given. |
Partnership | Research teams share responsibilities in decisions and research activities as equal partners throughout the research process. |
Citizen control | Patients and the public have complete control over the design, execution and dissemination of research, and researchers are involved on request. |
Experience-based co-design projects to improve the quality of care typically last 12 months [ 24 ], and the process contains discovery and co-design phases [ 25 ] ( Figure 1 ). The start involves setting up a core group that runs the project and recruiting a researcher.
Phases and teams in experience-based co-design. Based on Bate and Roberts [ 16 ].
The discovery phase begins with observations by the researcher that provide valuable insights into how the service to be improved works. These insights are helpful to sensitise researchers for the subsequent interviews. The discovery phase proceeds with discovery interviews, which aim to explore and learn from the impact of illness on patients’ and family carers’ everyday lives. Discovery interviews – conducted with patients, family carers and professionals about their experiences with a health service – produce knowledge about needs that may significantly impact care, recovery and wellbeing. The touchpoints are identified based on the experiences of participants. Interviews are filmed to develop a video to trigger a dialogue between patients, family carers and professionals.
In editing the video, researchers identify areas for quality improvement, often following a certain chronology, for example, diagnosis, treatment and follow-up. The video is an important catalyst in the co-design process as the visualisation of patient experiences helps (re)connect people with similar experiences and stories and offers an emotionally and cognitively powerful starting point for the co-design process [ 26 ].
Next, the various areas for improvements are prioritised in the co-design team: separately within each group (mostly patients, family carers and professionals) and then with all the groups together. Each meeting starts with presenting the various areas for improvement, illustrated by videotaped quotes from the previous phase. Then, the participants jointly choose three or four areas as the key priority for quality improvement.
In the co-design phase, co-design quality improvement groups – small working groups of patients, family carers and professionals – design and implement quality improvement activities to target the key priority issues highlighted at the co-design meetings.
Finally, the improvements are evaluated in a closing event, and the gains are communicated and celebrated by the co-design team. Experience-based co-design is a change approach and process that improves health care and scientific insights into change processes.
eHealth is the use of (digital) information and communication technology (ICT), in particular internet technology, to support or improve health and health care [ 27 ]. It offers a comprehensive promise for a better quality of primary care and high-quality data for quality assurance, education and research [ 27 ]. Innovative but valid research methodology is a prerequisite for the ongoing success and sustainability of eHealth [ 28 ]. End-users need to be involved in the development and implementation of eHealth via co-creation processes, and design should be mindful of vulnerable groups and eHealth illiteracy. An appropriate approach is user-centred design.
Published empirical studies using this approach include:
The goal of user-centred design, stemming from social and technological design sciences, is to develop eHealth technologies with very high usability. It is a method to assess, design and develop technological and organisational systems, which involves end-users in design and decision-making processes [ 32 ]. Its key features are rapid cycles of problem identification and solution creation, in-depth understanding of end-user characteristics, the influence of end-users on how a design takes shape, iterative evaluation during the entire development process, and accounting for the implementation conditions from the beginning [ 33 ]. Ideally, the user-centred design considers all potential stakeholders, for example, patients, family carers, professionals and staff, ICT designers, representatives of the health care system and researchers responsible for the content of the technology. However, the end-users are mostly patients, family carers, professionals and staff.
Developing eHealth often uses new technologies and services for users experiencing complex health problems. User-centred design supports developing eHealth by understanding and solving the problem simultaneously and iteratively [ 33 ]. If end users are engaged to create and implement interventions themselves, the interventions will incorporate nuanced factors and consider social, structural and environmental determinants of health that affect the end-users. Without this input, these elements would not have been evident to researchers or professionals [ 33 ]. Apps developed with user-centred design have reported improved user acceptance, face validity, user-friendliness and uptake [ 30 ]. Critical for eHealth’s uptake and continuous use is that it is user-friendly, meets end users’ motives, values, needs and abilities and fits into the organisation of care.
User-centred design uses mostly qualitative or mixed methods [ 33 ]. The problem development cycle involves gathering and analysing data from users and other sources to define problems and needs. The solution development cycle involves the generation of ideas to build and test prototypes with end-users. Within and between these cycles, there are iterative feedback loops. Researchers and developers finalise and deploy an eHealth solution when it meets the end users’ key requirements.
A specific type of user-centred design is rapid prototyping, which is often used for developing educational (e-learning) programmes [ 34 ]. It involves overlapping stages of needs assessment, input and feedback from key stakeholders in designing subsequent prototypes to reach a final prototype for implementation and evaluation.
Various descriptions exist of the stages within each of the problem and solution development cycles in the user-centred design process, for example, a five-stage process consists of concept, design, testing and trials, production and deployment stages with end-users participating in all stages, except production [ 33 , 35 ] ( Box 3 ). The methods most used for involving end-users are usability tests, interviews and questionnaire surveys. Since capturing end users’ perspectives at various stages depends on the method applied, selecting an appropriate method is important [ 36 ]. This also requires in-depth consideration of all users and their activities, their actual daily environment and their functional limitations, innumeracy and skills [ 35 ]. For example, considering midwives’ high workloads, researchers chose individual interviews and written feedback rather than focus groups [ 31 ].
User-centred design stages: methods for capturing end users’ perspectives. Based on Shah et al. [ 35 ].
User-centred design stages: methods for capturing end users' perspectives. Based on Shah and Robinson [ 35 ].
Concept stage | Design stage | Test and trials stage | Deployment stage | |
---|---|---|---|---|
Interviews | X | X | X | X |
Usability tests | X | X | X | X |
Questionnaires | X | X | X | X |
User and producer seminars | X | X | X | X |
Task analysis | X | X | X | |
Observations | X | X | X | |
Simulations | X | X | X | |
Discussion | X | X | ||
Video recording | X | X | ||
Human factors approach | X | X | ||
Use experiment | X | |||
Focus groups (Delphi) | X | |||
Users’ feedback | X | |||
Design sessions | X |
For less available end-users, including elderly people and people with disabilities and/or special needs, substitutes called ‘user surrogates’ might be involved [ 35 ]. A user surrogate is a user who has the knowledge or authority to perform tasks on behalf of another user. User surrogates report on what they know about the user or by role-playing how the user would behave.
Primary care professionals often provide care to vulnerable groups, such as cultural minorities and deprived communities. They care for patients who struggle with health problems affected by their lifestyle choices, biography, life events, educational level, socioeconomic situation and social and physical environment. A research approach to address health disparities is community-based participatory research. It has often been used for hard-to-reach or very vulnerable communities. We define community as a group of people with common interests – such as shared values, culture, customs or identity or as all people living in a particular geographical area – such as a neighbourhood, district or local area, or as groups of people with a common interest living in a geographical area.
The goal of community-based participatory research is to educate, improve practice or bring about social change. It is a collaborative approach to research, which seeks to address a locally relevant health issue [ 40 ]. What is unique to community-based participatory research is its emphasis on the diverse community partners involved and on striving for equal participation and ownership, reciprocity, co-learning and change [ 41 ]. This approach engages researchers and community members in all aspects of the research process, including needs assessment and agenda-setting, decision-making, capacity building, knowledge generation and the implementation and dissemination of findings [ 42 , 43 ]. Because of its focus on community engagement, community-based participatory research allows community partners working with academic partners to identify and address health problems affecting their communities ( Box 4 ). It fosters social connections that can lead to change and produces knowledge that can lead to action [ 44 ].
Sources for further reading on stakeholder analysis and management, patient and public involvement and three co-creative qualitative approaches.
Web sources on stakeholder analysis and management
Web sources on patient and public involvement
Web sources on budgeting involvement
Experience-based co-design
User-centred design
Community-based participatory research
Community participation in primary care has its origins in the Alma-Ata Declaration of 1978 [ 45 ], which stated that people have the right and duty to participate individually and collectively in the planning and implementation of their health care. The benefits include the following: ensuring that the research topic reflects a major issue identified by the community; improving the quality, validity and sensitivity of the research by drawing upon community wisdom, thus promoting trust between communities and researchers; improving the translation of research findings into policy and practice; and enhancing uptake of the research findings by community members [ 42 ]. Researchers together with the local community might help address the well-described issue of ‘ivory tower’ research and have a social impact in the ‘real world’ [ 46 ].
Community-based participatory research can employ diverse methodologies, study designs and data collection methods, for example, qualitative case studies, environmental assessments, mixed methods research and randomised controlled trials. In general, there are seven phases [ 44 ] ( Figure 2 ). Researchers and the local community work together as partners.
Phases of community-based participatory research. Based on Israel et al. [ 44 ].
The first phase is forming a community-based action research partnership involving activities to identify potential non-academic partners. Partners might include the following: patients; interpersonal support networks, including family members, mentors and friends; members of the general public who are not patients but who support or believe in the issue; those who interface directly with patients and/or patients’ interpersonal networks, including practitioners, health professionals and administrators; and others, such as service providers and policymakers. The activities aim to build trust and relationships, establish operating norms and community-based action research principles to ensure equity and power-sharing and create an infrastructure for the research [ 43 ].
The second phase entails assessing community strengths and dynamics. This involves activities such as discovering and assessing the strengths and resources in the community, key cultural and historical dimensions, influential organisations, power relationships in the community and partners to be involved to ensure that the community voice is heard [ 45 ].
The third phase is identifying priority local health concerns and research questions. Key activities are to identify the major health problems that community partners experience as affecting the community and that need to be addressed and prioritise health concerns and their contributing factors. Finally, the researchers and community partners formulate the key research questions for the study.
The fourth phase involves collaboratively designing and conducting interventions and/or policy research. This involves prioritising the research questions and goal, selecting the research design and data collection methods and deciding the most appropriate intervention. In addition, it involves determining how to carry out the research design and the intervention selected and, finally, agreeing on the evaluation.
The fifth phase is feeding back and interpreting the findings within the community. This involves data analysis: sharing (preliminary) findings from surveys, in-depth interviews, focus group discussions, etc. and engaging the community partners to make sense of the findings.
The sixth phase is disseminating and translating the research findings. This involves identifying the most important findings for sharing with the community, the community’s role in communicating and translating the findings, disseminating the findings into broader interventions and policy changes and publishing the research results. This might lead to the formation of a community-based action research partnership.
All phases share an underlying continuous process of maintaining, sustaining and evaluating the community partnerships. The researchers and community partners are reflective about their working relationships and shared long-term goals and capacities. All these approaches might integrate some mixed-methods research such as pilot testing or proof-of-concept [ 47 ].
Drawing on our experience with co-creative research projects and based on the methodological and empirical papers we referenced, we provide a brief overview of practical and methodological challenges that such research projects may face.
Unclear purpose and expectation.
Stakeholders and researchers need to understand what the project goal is and why the process of co-creation is essential [ 40 , 46 ]. It helps to work step-by-step and establish a shared starting point in each phase of the co-creative approach. At the time, researchers, especially the principal investigator, need to keep track of the scope and expected outcomes of the project [ 44 ].
Some stakeholders might lack the skills to adopt a view beyond their personal stakes [ 18 ]. Researchers need to make optimal use of the various stakeholders’ capacities in different project phases or research activities. Some stakeholders, especially patients and vulnerable community members, might lack the resources to participate in meetings [ 43 , 48 ], for example, affording public transport or self-confidence to speak up. Researchers, especially principal investigators, need to balance preferred ways of engagement in co-creation, meaningful activities to stakeholders and the available time, enabling measures, time demands and financial resources [ 44 ]. It is important for principal investigators to budget for stakeholder involvement in their research projects adequately. When applying for research grants, stakeholder involvement, especially patient and public involvement should be explicitly budgeted ( Box 5 ). Funders often check to ensure budgets have been thoughtfully allocated to promote meaningful participation.
Various data types are collected during in-depth interviews, focus-group discussions, workshops etc., from different sources, for example, patients, professionals, and managers. The integration and prioritisation of these perceptions and concerns are challenges for stakeholders and researchers [ 49 ]. Conflicts may occur due to different decision-making styles, values, priorities, use of language, engagement history, perceived power imbalance, competition or lack of feedback on stakeholders’ input [ 40 ]. Researchers need to foster a democratic process of dialogue, shared responsibility and positive relationships [ 38 , 39 , 41 , 46 ].
Methodological quality.
Most stakeholders are primarily interested in how the project will address their perceived health issues, whereas researchers also strive for generating valid scientific knowledge. Researchers need to be flexible in all research steps in balancing practical relevance, methodological quality, and timing [ 40 , 44 , 49 ].
Co-creation requires various competencies in the research team. Usually, individual researchers in multidisciplinary teams bring in their specific expertise in certain research phases or steps. Researchers need to compose a research team that integrates competencies from different health disciplines, methodological competencies and social competencies in guiding all stakeholders through the co-creation process [ 41 , 49 ]. The flexible, time-consuming and sometimes unexpected nature of co-creation might cause time pressure [ 43 ]. Researchers need to balance getting things done and reflecting on the research process, methodological quality, stakeholder relationships and their own role [ 18 ].
Other qualitative approaches, such as netnography [ 50 ], use of various formal and informal online data sources, digital data collection methods and interactive digital tools are fully in development. Digital research might support efficient data collection and management but might also bring inequality risk, for example, exclusion of people lacking digital skills [ 51 ]. Researchers need to consider ethical and methodological issues in digitalisation in qualitative research because it might be a promising way forward in co-creative approaches.
We hope that our introduction to co-creative approaches in qualitative research functions as an appetiser for researchers facing emerging themes in primary care. A deeper understanding is necessary to apply these comprehensive approaches in research projects. Therefore, we provide sources for further reading ( Box 5 ).
The authors thank the junior researchers who have participated for the last 10 years in the ‘Think tank on qualitative research’ project, a collaborative project between Zuyd University of Applied Sciences and Maastricht University, for their pertinent questions. The authors are grateful to Darcy Ummels for proofreading our manuscript and providing valuable feedback from the novice perspective.
The authors report no conflicts of interest. The authors alone are responsible for the content and writing of the paper.
Regents approve operating budget, tuition rates for 2024-25.
36 seconds ago · 3 min read
The University of Nebraska Board of Regents on June 20 approved a 2024-25 operating budget that will eliminate the NU system’s current deficit, keep tuition affordable and make investments in strategic priorities to move Nebraska forward.
The $1.1 billion operating budget, approved by a 5-2 vote and with the support of all three student regents present at the meeting, supports the NU system’s vision for excellence at a time of significant change and challenge for all of higher education, according to Chris Kabourek, interim president. In closing NU’s shortfall for the current biennium, the budget also provides a “clean slate” for incoming President Jeffrey P. Gold, who assumes his new role July 1.
“I think this is a responsible budget that puts us in a strong position for the year ahead,” said Kabourek, adding thanks to the chancellors, chief business officers and leadership teams for the many months of work behind the final product.
Key elements of the budget are:
Kabourek, a first-generation college student from David City, noted the university takes any cost increases for students seriously. Students’ contributions support outstanding faculty and the high-quality educational experience they receive at Nebraska, he said.
“We have big goals for excellence,” he said. “I think it’s fair for all of us — the university, the state and our students — to chip in to help get us where we want to go.”
A 3% pool for merit-based salary increases for non-unionized faculty and staff.
$11.8 million in permanent spending reductions, allocated across the four campuses and Office of the President, to be made in the upcoming year.
No allocations for inflation, which will require departments and units to reprioritize their spending to manage inflationary increases.
$1.5 million to expand the Presidential Scholars Program, the new scholarship program that provides a full cost of attendance scholarship, plus a $5,000 annual stipend, to Nebraska students who score a perfect 36 on the ACT. Funds will be used to allow students who score a 32 or above to compete for a limited number of additional scholarships.
$15 million in state funds for staffing and operations at the Kristensen Rural Health Education Complex on the UNK campus.
$1.5 million for priorities of President-Elect Gold’s choosing.
Kabourek noted that the economic headwinds facing the University of Nebraska and all of higher education have not gone away, and said the university community will need to continue to have conversations about priorities and resource allocation in order to “stay on offense.”
The board also approved the 2024-25 operating budget for the Nebraska College of Technical Agriculture. The tuition increase at NCTA amounts to $5 more per credit hour.
Panther earns career award to improve engineering education.
Contact: Sarah Nicholas
STARKVILLE, Miss.—A Mississippi State University astrophysicist is going lightyears beyond star-gazing as she helps lead the science portion of a recently approved collaborative $19.5 million Landolt NASA Space Mission that will put an artificial star in orbit around the Earth.
This artificial star will allow scientists to calibrate telescopes and more accurately measure the brightness of stars ranging from those nearby to the distant explosions of supernova in far-off galaxies.
By establishing absolute flux calibration, the mission will begin to address several open challenges in astrophysics including the speed and acceleration of the universe expansion.
Angelle Tanner, an MSU associate professor in the Department of Physics and Astronomy, serves as the science-PI on the Landolt Mission, part of the NASA Astrophysics Pioneers program. She is managing a sub-grant of $300,000 for the project. For more on the Pioneers Program, visit https://science.nasa.gov/astrophysics/programs/astrophysics-pioneers/ .
Tanner’s work on the mission relies on cubesats—small satellites orbiting Earth.
“The program includes a cubesat and a set of ‘ground stations,’ which are telescopes,” Tanner said. The cubesat contains four lasers which are specially calibrated by The National Institute of Standards and Technology, an agency of the U.S. Department of Commerce.
“As the cubesat flies over a location, the ground stations will observe the cubesat in the same frame as their science target. The point is to use the image of the laser to determine the amount of starlight being absorbed by the Earth’s atmosphere. This will reduce the uncertainties in the value of the brightness of the star from 10 percent to one percent. That makes a difference when propagated into the properties of exoplanets and, believe it or not, some of the parameters used to determine the structure of the universe.”
Working with the team at George Mason University in Virginia—including Landolt Mission lead PI, George Mason Associate Professor of Physics and Astronomy Peter Plavchan—the mission is named in honor of LSU Professor Arlo Landolt, who Tanner calls the “the father of photometry.” To follow the mission’s progress, visit www.landolt.gmu.edu . For additional information on the mission, contact Tracy Mason, assistant dean of strategic communications and marketing at George Mason University, at [email protected] or call 703-229-2030.
Tanner is part of a group of scientists launching a new telescope to the moon’s surface, known as L-CAM1 last year but now updated to LUSTRESSO, and in 2020 was part of a collaborative group that discovered a new planet orbiting a nearby star 31.9 light-years away. Named AU Mic b, the planet is orbiting AU Microscopii, a nearby cool red dwarf star surrounded by a debris disk.
For more about the College of Arts and Sciences or the Department of Physics and Astronomy, visit www.cas.msstate.edu or www.physics.msstate.edu .
Mississippi State University is taking care of what matters. Learn more at www.msstate.edu .
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Msu’s bondurant in the conversation: why expanding access to algebra is a matter of civil rights.
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Docking with a satellite orbiting Earth is delicate business, with one wrong move spelling disaster. A team of industry and University of Colorado Boulder researchers is trying to make it easier.
The work is part of two major business-university grant partnerships that include the lab of Hanspeter Schaub, a professor and chair of the Ann and H.J. Smead Department of Aerospace Engineering Sciences.
“The goal with these grants is very much tech transfer,” Schaub said. “We’re combining university research with business goals and initiatives to develop a product or service.”
The first project is a U.S. Space Force Small Business Technology Transfer grant with In Orbit Aerospace Inc. The goal is to use electro adhesive forces to ease docking between satellites, future space cargo vehicles, or orbital debris. Electro adhesion uses short-range strong electric fields to hold together adjacent bodies, even if they are not made of magnetic materials.
“Docking in space is surprisingly difficult. If servicer bumps target vehicle in an unexpected manner, it’s going to bounce off and fly away. Electro adhesion has been used a lot already with manufacturing on Earth. With electric fields, you can create attractive forces to grab stuff. They’re not huge forces, but they’re nice,” Schaub said.
The team completed early work on the project last year and has now advanced to a second stage, which began in May.
Schaub’s portion of the grant is worth about $500,000 over 18 months, and includes numerical modeling and atmospheric experiments as well as the creation of samples to test in the lab’s vacuum chamber that approximates orbital conditions.
It is not the only business development grant in Schaub’s lab. He and Associate Professor Nisar Ahmed are also in the process of setting up a contract with Trusted Space, Inc. on a U.S. Air Force STTR grant to advance autonomous satellite fault identification. CU Boulder’s portion of this project is worth roughly $300,000 over 18 months.
Like all electronics and machines, satellites sometimes fail. The goal of the effort with Trusted Space is to develop an AI that can automatically identify likely sources of errors.
“If a satellite isn’t tracking in orbit, maybe something bumped into it, maybe the rate gyroscope is off, maybe everything is fine but a sensor is giving bad information. There might be 10 different reasons why and we’re trying to down select in an automated way so a human doesn’t have to scour through datasets manually,” Schaub said.
The team has completed proof of concept work on a Phase 1 grant and is now advancing to Phase 2, modeling dozens of potential errors.
Both grants make extensive use of Basilisk, a piece of software developed by Schaub’s lab to conduct spacecraft mission simulations.
Although many of Schaub’s grants are directly with government agencies or multi-university initiatives, he said conducting work with a business partner offers unique opportunities for advancing science and additional potential for students.
“Students get exposure to industry and are excited because suddenly people outside the research community are interested in what they’re doing,” Schaub said. “They attend meetings and see how projects are run, what challenges industry is trying to solve. It helps influence their dissertations and gives more focus. I see a lot of benefits and companies also often want to hire the students.”
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It’s time to take intel seriously as a foundry: part ii.
Semiconductor manufacturing and advanced packaging at Intel Foundry
As my colleague indicated in a previous article (see below), Intel appears to be achieving its goal of becoming a leading semiconductor foundry. The company recently announced that it has begun volume production for both internal Intel customers and with external customers on the Intel 3 process and provided some technical details on this process at the IEEE Symposium on VLSI Technology & Circuits in Hawaii. Intel 3 represents the third process node in the Intel IDM 2.0 strategy which is aiming to develop five process nodes in four years and will be the first advanced node targeted at foundry manufacturing. Intel also indicated that Intel 3 will have a long life to support foundry customers for at least the next ten years opening it up to applications which require longer life cycles such as automotive and IoT. The production ramp of Intel 3 is more than just a manufacturing achievement, it represents a significant milestone and proof point for Intel Foundry.
Intel process roadmap to achieve five nodes in four years
According to Intel, Intel 3 has some significant enhancements over the previous Intel 4 process node, including a new FinFET transistor design, high-density cell structure, and multiple metal layer combinations. The result is the availability of multiple versions of the process to support standard logic and compute applications (Intel 3), 3D ICs (Intel 3T), analog chipsets (Intel 3E), and high-performance AI and compute applications (Intel 3PT) delivering up to an 18% improvement in performance per watt, lower leakage, and enhanced reliability.
Intel is in production on the Intel 3 and 3T processes with the Xeon 6 processors and will be rolling out the Intel 3E and Intel 3PT processes in conjunction with customer needs. Note that this is in addition to production on the mature Intel 16 process node for foundry customers. Intel will also be entering production of the final two process nodes in the IDM 2.0 strategy, Intel 20A and Intel 18A by the end of 2024. Intel 20A will be the first process to use Intel’s RibbonFET transistor design (otherwise known as gate-all-around transistors) and backside power delivery (or PowerVia) technology.
Best 5% interest savings accounts of 2024.
Intel 3 manufacturing processes
As Tirias Research has stressed in our review of Intel’s turnaround strategy, the proof is in execution. Thus far, Intel has shown that it can deliver both process technology and new products faster than the company has ever done before. The Intel Foundry strategy will not only make the foundry more competitive, but it will also make Intel’s own products more competitive. It is definitely time to take Intel seriously as a foundry and as an industry leader once again.
The author and members of the Tirias Research staff do not hold equity positions in any of the companies mentioned. Tirias Research tracks and consults for companies throughout the electronics ecosystem from semiconductors to systems and sensors to the cloud. Tirias Research has consulted for Nvidia, AMD, Intel and companies throughout the semiconductor ecosystem.
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Part 5: Co-creative qualitative approaches for emerging themes in primary care research: Experience-based co-design, user-centred design and community-based participatory research Eur J Gen Pract . 2022 Dec;28(1):1-12. doi: 10.1080/13814788.2021.2010700.
This article, the fifth in a series aiming to provide practical guidance for qualitative research [Citation 1-4], introduces three co-creative (and mostly) qualitative approaches for addressing emerging themes in primary care research: experience-based co-design to improve the quality of care, user-centred design to develop and evaluate ...
Chapter 4: Methods and Data in Qualitative Research; Chapter 5: Subjectivity, Identity, and Texts in Qualitative Research; Part 2 (Chapters 6 - 13): Research Design. Chapter 6: Formulating a Research Question; Chapter 7: Choosing and Constructing the Research Design; Chapter 8: Planning the Process in Qualitative Research
The Purpose of Chapter 5Topic 2: Chapter 5. The Purpose of Chapter 5. Topic 2: Chapter 5. Learning Goals: Understand the components of Chapter 5. Write the introduction to include the problem, purpose, research questions and brief description of the methodology. Review and verify findings for the study. Write the Summary of Findings.
Chapter 4: Methods and Data in Qualitative Research; Chapter 5: Subjectivity, Identity, and Texts in Qualitative Research; Part 2 (Chapters 6 - 13): Research Design. Chapter 6: Formulating a Research Question; Chapter 7: Choosing and Constructing the Research Design; Chapter 8: Planning the Process in Qualitative Research
Research is a rigorous problem-solving process whose ultimate goal is the discovery of new knowledge. Research may include the description of a new phenomenon, definition of a new relationship, development of a new model, or application of an existing principle or procedure to a new context. Research is systematic, logical, empirical, reductive, replicable and transmittable, and generalizable.
TLDR. This chapter compiles a set of important and challenging issues in survey research based on experiences with several large-scale international surveys to cover theory building, sampling, invitation and follow-up, statistical as well as qualitative analysis of survey data and the usage of psychometrics in software engineering surveys. Expand.
The authors develop a cluster of terms around which they argue that qualitative research can meaningfully speak about rigor: attentiveness, empathy, carefulness, sensitivity, respect, reflection, conscientiousness, engagement, awareness, and openness.
Qualitative research involves collecting and analyzing non-numerical data (e.g., text, video, or audio) to understand concepts, opinions, or experiences. It can be used to gather in-depth insights into a problem or generate new ideas for research. Qualitative research is the opposite of quantitative research, which involves collecting and ...
13. Parts of a Research Paper (Chapters 1-5) - Free download as PDF File (.pdf), Text File (.txt) or read online for free. This document provides guidelines for writing different chapters of a research paper, including the introduction, statement of the problem, theoretical framework, conceptual framework, assumptions, hypotheses, significance of the study, scope and delimitation, and ...
Abstract. In the fifth piece of this series on research study designs, we continue the discussion on interventional studies (clinical trials), in which the investigator decides whether or not a particular participant receives the exposure (or intervention). In this article, we take a closer look at several features which are important to ensure ...
Part 4.2: Digital Technologies in Participatory Research Part 4.3: Participatory Forms of Action Orientated Research Part 4.4: Visual and Performative Methods Part 4.5: Participatory Monitoring, Evaluation and Learning Part 4.6: Mixing and Mashing Participatory and Formal Research Part 5: Final Reflections
This article is the fifth installment of our series of articles on survey research. In it, we discuss what we mean by a population and a sample and the implications of each for survey research. ... Principles of survey research: part 5: populations and samples. Authors: Barbara Kitchenham. Keele University, Staffs, UK. Keele University, Staffs ...
Nursing research PART 5. Get a hint. ultimate goal of research. Click the card to flip 👆. to develop, refine, and expand knowledge. Click the card to flip 👆. 1 / 101.
Learn From the Best. Teaches Space Exploration. Teaches Scientific Thinking and Communication. Teaches Conservation. Teaches the Science of Better Sleep. Teaches Science and Problem-Solving. Teaches Mathematical Thinking. Teaches How to Think Like an FBI Profiler. Teaches Electronic Music Production.
PARTS OF RESEARCH. Chapter I- Introduction Chapter 2- Review of Related Literature and Studies Chapter 3- Methodology Chapter 4- Presentation, Analysis, and Interpretation of Data Chapter 5- Summary, Findings, Conclusions and Recommendations CHAPTER 1 INTRODUCTION Background of the Study Objectives of the Study Hypotheses Theoretical Framework Conceptual Framework Scope of the Study ...
International Journal of Social Research Methodology 10 (2007): 5-20; Guba, Egon G., and Yvonna S. Lincoln. "Competing Paradigms in Qualitative Research." ... Note that answering the "So What?" question requires a commitment on your part to not only show that you have reviewed the literature, but that you have thoroughly considered the ...
ACM SIGSOFT Software Engineering Notes vol 27 no 5 September 2002 Page 17 Principles of Survey Research Part 5: Populations and Samples Barbara Kitchenham Dept. Computer Science Keele University, Staffs, UK [email protected] Abstract This article is the fifth installment of our series of articles on survey research.
Journal of Mixed Methods Research, 6 (2), 97-110. Flick, U. (2017). Mantras and myths: The disenchantment of mixed-methods research and revisiting triangulation as a perspective. This article tempers the excitement and expectations concerning mixed methods and illustrates why qualitative research still has its relevance in times of mixed methods.
Principles of Survey Resea rch. Part 5: Popul ations an d Samples. Barbara Kitchenham Shari Lawrence Pfleeger. Dept. Computer Science Systems/Software, Inc. Keele University, Staffs, UK Washington ...
Research is guided by the specific research problem, question, or hypothesis. 6. Research accepts certain critical assumptions. 7. Research requires the collection and interpretation of data in an attempt to resolve the problem that initiated the research. 8. Research is, by its nature, cyclical or, more exactly, helical.
Terms in this set (60) A formally organized group that meets periodically to share and critique contemporary research in nursing, with a goal of both learning about the research process and finding evidence for practice. Study with Quizlet and memorize flashcards containing terms like paradigm, Constructivism, Positivism and more.
Support lifesaving breast cancer research by being part of this nationwide campaign. Since 2016, Brynne Rhodes has been encouraging kids to set up pink lemonade stands in their communities to support breast cancer research through BCRF. At just seven years old, Brynne raised $1,000 for BCRF in honor of her mom, Kim, who had been diagnosed with ...
For research that involves human subjects but does not involve one of the categories of research that are exempt under 45 CFR Part 46, the committee will evaluate the justification for involvement of human subjects and the proposed protections from research risk relating to their participation according to the following five review criteria: 1 ...
The Autonomous University of Barcelona, which has a theater studies program within its Catalan department, will serve as the host institution for King during the research project. King will work with professors, historians, and other theater professionals to learn more about the current and historical Catalan musical theater scene.
Introduction. Over the years, in our supervisory work, we have noticed that qualitative research tends to evoke many questions and challenges. This article, the fifth in a series aiming to provide practical guidance for qualitative research [], introduces three co-creative (and mostly) qualitative approaches for addressing emerging themes in primary care research: experience-based co-design to ...
$1.5 million to expand the Presidential Scholars Program, the new scholarship program that provides a full cost of attendance scholarship, plus a $5,000 annual stipend, to Nebraska students who score a perfect 36 on the ACT. Funds will be used to allow students who score a 32 or above to compete for a limited number of additional scholarships.
Tanner is part of a group of scientists launching a new telescope to the moon's surface, known as L-CAM1 last year but now updated to LUSTRESSO, and in 2020 was part of a collaborative group that discovered a new planet orbiting a nearby star 31.9 light-years away. Named AU Mic b, the planet is orbiting AU Microscopii, a nearby cool red dwarf ...
The work is part of two major business-university grant partnerships that include the lab of Hanspeter Schaub, a professor and chair of the Ann and H.J. Smead Department of Aerospace Engineering Sciences. ... "We're combining university research with business goals and initiatives to develop a product or service." ...
As Tirias Research has stressed in our review of Intel's turnaround strategy, the proof is in execution. Thus far, Intel has shown that it can deliver both process technology and new products ...