Pantheon of Wonder

Essay

Abstraction of Colorful Light

Data Mining for Healthcare Architecture and Beyond

by Maria Lorena Lehman

User Experience

Architecture Drawing

Real-Time Feedback for Improvement

Using social media to collect real-time feedback about a product, design, or event is becoming evermore popular. In fact, healthcare practitioners are now looking into ways to mine such data for the collection of “patient experience clues”. (1) After all, time is of the essence. By receiving patient experience feedback in real-time, it becomes possible for medical teams to make adjustments, and improve their performance to help patients heal better and faster.

By turning to social media hubs like Twitter, medical professionals are able to do sentiment analysis to track “patient experience metrics”. (1) Such metrics can help practitioners make real-time improvement correlations that help them understand how and why treatments work (or do not work) the way they do. This type of analysis is certainly a step in the right direction, as hospitals can use such data to really listen to patients — and then take strategic improvement actions.

Architectural Response from Data Mining

Data mining can be useful for not only healthcare architecture, but also for other building types. Just imagine how offices, schools, universities, stores, restaurants and even gyms can improve by becoming better listeners. Much can be learned from the conversations shared on social media platforms like Twitter. Often, comments made on Twitter are more candid, conversational, and emotional. Thus, tapping into this data provides incredible insight that is unique in nature. While it may not replace more formal quality control and experience analysis methods, Twitter and some other social media platforms can provide unique insight into the minds, lives, expectations, and emotions about their engagement with a particular place.

Using such mined real-time feedback to listen more deeply to occupant experiences, sheds greater light on their needs, goals and objectives. By better understanding why an occupant visits a place, much can be done to design that place to meet needs, and uplift experience to bring maximum benefit for occupants. Once built and in use, such real-time data serves to help the architecture to adapt to occupant needs and goals. Just imagine a building that uses such data to change its own behavior dynamically in real-time. Thus, social media can help not just those that administer services with a place, but it can also help the place itself to deliver better services.

Learning to See More Deeply for Predictive Design

As analysis methods become more sophisticated and more understanding is able to be obtained from mined data, it will become evermore possible to create architecture that engages occupants both interactively and emotionally. An emotional interaction experienced by an occupant in response to an architecture can bring great benefit if done at the right time and in the right way. This of course leads to a more adaptive architectural design — where buildings respond to occupants in real-time, and even engage in predictive design behaviors to help such occupants with impending needs, or longer term goals.

Data mining is simply one method to see more deeply into how an environment is performing. As you design, think of the different methods you could use to better understand your building occupants. Then, use your analysis to either feed data directly into your environment for dynamic behavior improvements, or use your analysis as a language that travels through your architecture to help people improve how they perform within your environments. In the latter examples, your architecture becomes a dynamic interface between data and occupant. And this is where your design takes on greater ability to boost its own performance so those experiencing it can reap the most reward.

Reference:

(1) Gardner, James. (2016) Hospital Researchers Mine Twitter for Patient Experience Clues. www.ConnectiveDX.com. [Accessed on February 27, 2016] https://www.connectivedx.com/thinking/posts/2016/02/twitter-holds-patient-experience-clues?utm_source=75701498-cdxt&utm_medium=email&utm_campaign=connective_thinking&uid=0036000000n6pAVAAY#

‍Image Credit: © Cifotart | Fotolia

Your invitation:


Dear reader,


I believe life is a continual process of awakening. As the journey of my own life continues, I always find myself connecting my experiences, studies, and ideas to new creative projects that bring beauty, inspiration, and hope for our world. For over 30 years, since starting at age 17, I have immersed myself in architectural design; and early on, I earned a Master of Design with Distinction from Harvard University, setting the foundation for decades of deep immersion in the field. Yet even before this, I held music close to my heart. At the age of 5, I began my first piano lessons; and since then, I began to see the world through a musical lens — even while designing architecture.


Over the decades, I grew closer and closer to music with a deep love for the design of instruments, their unique timbres, and for all the immersive ways their sounds could be interwoven into beautiful orchestrated compositions. I even began to develop a musical composition methodology, Spatial Symphonics, as I found my architectural design work becoming more and more emotive, soul-stirring, and yes: musical.


In recent years, I finally turned my focus to music composition. I hold a Graduate Diploma from the Film Scoring Academy of Europe where my works have been recorded by the acclaimed European Recording Orchestra (ERO), and I am founder of MLL ATELIER® — an award-winning studio now dedicated to my work as an orchestral composer, recording artist, and spatial symphonist — where I advance architectural design through music, and innovate music through an architectural design lens.


It is my hope that I can share my ongoing musical-design journey with you, directly from my studio through my video-newsletter entitled 'Orchestral Notes'. Expect video updates filled with first-access studio news announcing: album/book releases, concert premiers, sheet music publications, creative process sneak-peeks, and my own compositional philosophies as they develop to fuel my ongoing body of musical and architectural authorial works.


I would love for you to join me for this exciting adventure.


Simply click the button below to join my Orchestral Notes video-newsletter delivered every two weeks directly to your email inbox. Plus, get access to the full publication archives.

Let’s enjoy the beauty, inspiration, and hope that music brings.


Thank you for joining me on this wondrous journey.


Warmly,

Maria Lorena Lehman


Founder of MLL ATELIER® | Orchestral Notes

Your invitation:


Dear reader,


I believe life is a continual process of awakening. As the journey of my own life continues, I always find myself connecting my experiences, studies, and ideas to new creative projects that bring beauty, inspiration, and hope for our world. For over 30 years, since starting at age 17, I have immersed myself in architectural design; and early on, I earned a Master of Design with Distinction from Harvard University, setting the foundation for decades of deep immersion in the field. Yet even before this, I held music close to my heart. At the age of 5, I began my first piano lessons; and since then, I began to see the world through a musical lens — even while designing architecture.


Over the decades, I grew closer and closer to music with a deep love for the design of instruments, their unique timbres, and for all the immersive ways their sounds could be interwoven into beautiful orchestrated compositions. I even began to develop a musical composition methodology, Spatial Symphonics, as I found my architectural design work becoming more and more emotive, soul-stirring, and yes: musical.


In recent years, I finally turned my focus to music composition. I hold a Graduate Diploma from the Film Scoring Academy of Europe where my works have been recorded by the acclaimed European Recording Orchestra (ERO), and I am founder of MLL ATELIER® — an award-winning studio now dedicated to my work as an orchestral composer, recording artist, and spatial symphonist — where I advance architectural design through music, and innovate music through an architectural design lens.


It is my hope that I can share my ongoing musical-design journey with you, directly from my studio through my video-newsletter entitled 'Orchestral Notes'. Expect video updates filled with first-access studio news announcing: album/book releases, concert premiers, sheet music publications, creative process sneak-peeks, and my own compositional philosophies as they develop to fuel my ongoing body of musical and architectural authorial works.


I would love for you to join me for this exciting adventure.


Simply click the button below to join my Orchestral Notes video-newsletter delivered every two weeks directly to your email inbox. Plus, get access to the full publication archives.

Limited availability each month.


Warmly,

Maria Lorena Lehman


Founder of MLL ATELIER

Author of PANTHEON OF WONDER

Maria Lorena Lehman has received the following awards and has been seen in the following publications: