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Quality control PowerPoint Presentation Templates and Google Slides

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Agile Quality Control Framework IT Ppt PowerPoint Presentation Complete With Slides

Induce strategic thinking by presenting this complete deck. Enthrall your audience by deploying this thought provoking PPT deck. It can be downloaded in both standard and widescreen aspect ratios, thus making it a complete package to use and deploy. Convey your thoughts and actions using the sixty slides presented in this complete deck. Additionally, feel free to alter its components like color, graphics, design, etc, to create a great first impression. Grab it now by clicking on the download button below.

Agile Methodology To Quality Control Ppt PowerPoint Presentation Complete Deck With Slides

This complete deck acts as a great communication tool. It helps you in conveying your business message with personalized sets of graphics, icons etc. Comprising a set of fifty nine slides, this complete deck can help you persuade your audience. It also induces strategic thinking as it has been thoroughly researched and put together by our experts. Not only is it easily downloadable but also editable. The color, graphics, theme any component can be altered to fit your individual needs. So grab it now.

Quality Control Plan Templates Set 3 Ppt PowerPoint Presentation Complete Deck With Slides

This Quality Control Plan Templates Set 3 Ppt PowerPoint Presentation Complete Deck With Slides is designed to help you retain your audiences attention. This content-ready PowerPoint Template enables you to take your audience on a journey and share information in a way that is easier to recall. It helps you highlight the crucial parts of your work so that the audience does not get saddled with information download. This fifty six slide PPT Deck comes prepared with the graphs and charts you could need to showcase your information through visuals. You only need to enter your own data in them. Download this editable PowerPoint Theme and walk into that meeting with confidence.

ISO 9001 Standard For Quality Control Ppt PowerPoint Presentation Complete With Slides

Induce strategic thinking by presenting this complete deck. Enthrall your audience by deploying this thought provoking PPT deck. It can be downloaded in both standard and widescreen aspect ratios, thus making it a complete package to use and deploy. Convey your thoughts and actions using the fifty six slides presented in this complete deck. Additionally, feel free to alter its components like color, graphics, design, etc, to create a great first impression. Grab it now by clicking on the download button below.

Manufacturing Quality Assurance And Control Measures Ppt PowerPoint Presentation Complete Deck With Slides

Incorporate this Manufacturing Quality Assurance And Control Measures Ppt PowerPoint Presentation Complete Deck With Slides to define the objectives of business performance and how to drive results. List goals and outline a plan to achieve all your enterprise targets using this well crafted complete deck in fity five slides. Walk your audience through the key objectives of your business set-up, especially for customers and inspire them to work with diligence using this predesigned presentation template. Download now with the added assurance of a 100 percent customizable and editable product.

Quality Control Planning Templates Set 1 Ppt PowerPoint Presentation Complete Deck With Slides

In the rainbow of business colours of any PPT Presentation, it is important to realise that structure and framework is the real pain point that the customer wants to resolve through a presentation. Our products are the answer, as illustrated through this Quality Control Planning Templates Set 1 Ppt PowerPoint Presentation Complete Deck With Slides. Learn how the structure of a business presentation is to be fleshed out using this fivty four slide complete deck. Examine the relevance of concepts like business planning, market strategies and customer pain points etc to arrive at a comprehensive understanding of the needs of all stakeholders. This can serve as the master blueprint to help you analyze any business scenario you may face. The presentation template is also equipped to do this with its 100 Precent editable and customizable capability. Download now.

Project Quality Planning And Controlling Ppt PowerPoint Presentation Complete Deck With Slides

Presenting this set of slides with name project quality planning and controlling ppt powerpoint presentation complete deck with slides. The topics discussed in these slides are developing, planning, processes, improvement, plan. This is a completely editable PowerPoint presentation and is available for immediate download. Download now and impress your audience.

Quality Control Framework For Agile Software Development IT Ppt PowerPoint Presentation Complete Deck With Slides

Pitch yourself both in house and outside by utilizing this complete deck. This quality control framework for agile software development it ppt powerpoint presentation complete deck with slides focuses on key fundamentals of the topic, displayed using different slides. With a total of fifty one slides, this template is the best tool you can use to persuade your audience. It will not only help you create great presentations but also induce strategic thinking because of its well researched content and graphics. You can easily personalize any of the elements to suit your unique business setting. Additionally, it can be saved in PNG, JPG, and PDF formats to save your time and resources.

Development And Operations Model Reevaluating Quality Control Role IT Ppt PowerPoint Presentation Complete Deck With Slides

This complete deck acts as a great communication tool. It helps you in conveying your business message with personalized sets of graphics, icons etc. Comprising a set of fifty one slides, this complete deck can help you persuade your audience. It also induces strategic thinking as it has been thoroughly researched and put together by our experts. Not only is it easily downloadable but also editable. The color, graphics, theme any component can be altered to fit your individual needs. So grab it now.

Quality Control Budgeting Ppt PowerPoint Presentation Complete Deck With Slides

This is a quality control budgeting ppt powerpoint presentation complete deck with slides. This is a one stage process. The stages in this process are quality control budgeting, business, marketing, management, finance.

Tools Of Quality Control Ppt PowerPoint Presentation Complete Deck With Slides

This is a tools of quality control ppt powerpoint presentation complete deck with slides. This is a one stage process. The stages in this process are tools of quality control, analysis, strategy, business, management.

Quality Control Ppt PowerPoint Presentation Complete Deck With Slides

This is a quality control ppt powerpoint presentation complete deck with slides. This is a one stage process. The stages in this process are quality control, business, management, communication, planning.

Project Quality Monitoring And Control Ppt PowerPoint Presentation Complete Deck With Slides

Improve your presentation delivery using this Project Quality Monitoring And Control Ppt PowerPoint Presentation Complete Deck With Slides. Support your business vision and objectives using this well-structured PPT deck. This template offers a great starting point for delivering beautifully designed presentations on the topic of your choice. Comprising twenty four this professionally designed template is all you need to host discussion and meetings with collaborators. Each slide is self-explanatory and equipped with high-quality graphics that can be adjusted to your needs. Therefore, you will face no difficulty in portraying your desired content using this PPT slideshow. This PowerPoint slideshow contains every important element that you need for a great pitch. It is not only editable but also available for immediate download and utilization. The color, font size, background, shapes everything can be modified to create your unique presentation layout. Therefore, download it now.

Quality Control Icon Ppt PowerPoint Presentation Complete Deck With Slides

Improve your presentation delivery using this Quality Control Icon Ppt PowerPoint Presentation Complete Deck With Slides. Support your business vision and objectives using this well-structured PPT deck. This template offers a great starting point for delivering beautifully designed presentations on the topic of your choice. Comprising sixteen this professionally designed template is all you need to host discussion and meetings with collaborators. Each slide is self-explanatory and equipped with high-quality graphics that can be adjusted to your needs. Therefore, you will face no difficulty in portraying your desired content using this PPT slideshow. This PowerPoint slideshow contains every important element that you need for a great pitch. It is not only editable but also available for immediate download and utilization. The color, font size, background, shapes everything can be modified to create your unique presentation layout. Therefore, download it now.

Quality Control Process Ppt PowerPoint Presentation Complete With Slides

If designing a presentation takes a lot of your time and resources and you are looking for a better alternative, then this quality control process ppt powerpoint presentation complete with slides is the right fit for you. This is a prefabricated set that can help you deliver a great presentation on the topic. All the sixteen slides included in this sample template can be used to present a birds-eye view of the topic. These slides are also fully editable, giving you enough freedom to add specific details to make this layout more suited to your business setting. Apart from the content, all other elements like color, design, theme are also replaceable and editable. This helps in designing a variety of presentations with a single layout. Not only this, you can use this PPT design in formats like PDF, PNG, and JPG once downloaded. Therefore, without any further ado, download and utilize this sample presentation as per your liking.

Quality Control Problems Ppt PowerPoint Presentation Complete Deck With Slides

Boost your confidence and team morale with this well-structured quality control problems ppt powerpoint presentation complete deck with slides. This prefabricated set gives a voice to your presentation because of its well-researched content and graphics. Our experts have added all the components very carefully, thus helping you deliver great presentations with a single click. Not only that, it contains a set of twelve slides that are designed using the right visuals, graphics, etc. Various topics can be discussed, and effective brainstorming sessions can be conducted using the wide variety of slides added in this complete deck. Apart from this, our PPT design contains clear instructions to help you restructure your presentations and create multiple variations. The color, format, design anything can be modified as deemed fit by the user. Not only this, it is available for immediate download. So, grab it now

Automated Quality Control In Manufacturing Ppt PowerPoint Presentation Complete Deck With Slides

Set the stage right for an effective investment partnership by deploying this pre-made, customizable PPT design where the Automated Quality Control In Manufacturing Ppt PowerPoint Presentation Complete Deck With Slides is the real star. It will allow you to highlight the long-term commitment and dedication across the eleven slides of the complete deck, as it encompasses aspects like project context, objectives, agreement policies, feasibility, and more. This gives you an edge in effectiveness of messaging and building a successful partnership. The presentation template is also equipped to do this with its 100 percent editable and customizable capability. Download it right away.

Incoming Quality Control Presentation Backgrounds

This is an incoming quality control presentation backgrounds. This is a five stage process. The stages in this process are incoming quality control, receiving center, defective material, inform purchasing, conditional accept.

Quality Control Measures Ppt Slides

This is a quality control measures ppt slides. This is a three stage process. The stages in this process are quality policy, quality assurance regulations, quality assurance standard.

Control Quality Management Template Powerpoint Guide

This is a control quality management template powerpoint guide. This is a four stage process. The stages in this process are methods for managing quality control, statistical sampling, quality tools flowcharts scatter diagram histograms, inspection, approved change requests review.

Quality Control Operations Management Ppt Slide

This is a quality control operations management ppt slide. This is a four stage process. The stages in this process are policy, reporting, directive, standard operating procedure.

Components Of Quality Control System Ppt Presentation

This is a components of quality control system ppt presentation. This is a three stage process. The stages in this process are quality planning, quality assurance, quality control.

Quality Control Kpi Sample Ppt Slide Design

This is a quality control kpi sample ppt slide design. This is a four stage process. The stages in this process are marketing, distribution, product development, sourcing.

Quality Control Management Diagram Powerpoint Images

This is a quality control management diagram powerpoint images. This is a seven stage process. The stages in this process are track improvements required, understanding client requirements, receive feedback, two level verification, define procedures, prepare checklist, prepare sample documents.

Quality Management System Document Control Example Powerpoint Ideas

This is a quality management system document control example powerpoint ideas. This is a six stage process. The stages in this process are document control, corrective and preventive action capa, customer complaints, audit management, iso document management, karomi smart platform.

Quality Control And Adding Value Sample Powerpoint Layout

This is a quality control and adding value sample powerpoint layout. This is a five stage process. The stages in this process are quality assurance, quality control, employee training, quality circle, quality.

Quality Control Tools Diagram Powerpoint Slide Introduction

This is a quality control tools diagram powerpoint slide introduction. This is a four stage process. The stages in this process are quality assurance, method, testing, machine.

Statistical Quality Control Tools Presentation Background Images

This is a statistical quality control tools presentation background images. This is a five stage process. The stages in this process are statistical quality control, acceptance sampling, variables charts, process control, attributes charts.

Statistical Quality Control Framework Powerpoint Show

This is a statistical quality control framework powerpoint show. This is a six stage process. The stages in this process are statistical, produce good provide service, inspect sample, acceptance, process control, create control chart.

Layout For Quality Management And Control Diagram Powerpoint Ideas

This is a layout for quality management and control diagram powerpoint ideas. This is a four stage process. The stages in this process are quality, quality assurance, quality control, employee training, quality circle.

Quality Management And Quality Control Diagram Ppt Slides

This is a quality management and quality control diagram ppt slides. This is a three stage process. The stages in this process are methods for managing quality control, statistical sampling, quality tools, inspection, approved change requests review, flowcharts, histograms, pareto, scatter, cause and effect diagrams, checksheets, control charts.

Quality Management Control Process Ppt Powerpoint Guide

This is a quality management control process ppt powerpoint guide. This is a three stage process. The stages in this process are quality control, product safety, certification, quality assurance, quality control.

Quality Management Vs Quality Control Diagram Powerpoint Layout

This is a quality management vs quality control diagram powerpoint layout. This is a three stage process. The stages in this process are quality management, quality planning qp, quality assurance qa, quality control qc, criteria driven, prevention driven, inspection driven.

Management And Control Of Quality Diagram Presentation Examples

This is a management and control of quality diagram presentation examples. This is a five stage process. The stages in this process are implement, financial services, smartphone applications, mortage services, health care.

Quality Control Kpi Dashboard Ppt PowerPoint Presentation Show Portrait

This is a quality control kpi dashboard ppt powerpoint presentation show portrait. This is a four stage process. The stages in this process are finance, marketing, management, investment, analysis.

Quality Control Kpi Metrics Ppt PowerPoint Presentation Summary Gallery

This is a quality control kpi metrics ppt powerpoint presentation summary gallery. This is a three stage process. The stages in this process are finance, marketing, management, investment, analysis.

Quality Control Kpi Dashboard Ppt PowerPoint Presentation Slides Topics

This is a quality control kpi dashboard ppt powerpoint presentation slides topics. This is a four stage process. The stages in this process are finance, marketing, management, investment, analysis.

Quality Control Kpi Metrics Ppt PowerPoint Presentation Slides Guidelines

This is a quality control kpi metrics ppt powerpoint presentation slides guidelines. This is a three stage process. The stages in this process are finance, marketing, management, investment, analysis.

Woman Holding Quality Control Image Ppt PowerPoint Presentation Gallery Deck

Presenting this set of slides with name woman holding quality control image ppt powerpoint presentation gallery deck. This is a one stage process. The stages in this process are quality, excellent quality, quality control checklist. This is a completely editable PowerPoint presentation and is available for immediate download. Download now and impress your audience.

Quality Control Chart Ppt PowerPoint Presentation Infographic Template Slide Portrait

This is a quality control chart ppt powerpoint presentation infographic template slide portrait. This is a three stage process. The stages in this process are upper control limit, center line, unstable trend, process change, process improvement, lower control limit.

Quality Control Check Sheet Ppt PowerPoint Presentation Pictures Themes

This is a quality control check sheet ppt powerpoint presentation pictures themes. This is a seven stage process. The stages in this process are business, management, analysis, strategy, marketing.

Quality Control Ppt PowerPoint Presentation Infographic Template Deck

This is a quality control ppt powerpoint presentation infographic template deck. This is a three stage process. The stages in this process are control chart, quality maintenance check sheet, quality maintenance check list.

Quality Control Check Sheet Template 1 Ppt PowerPoint Presentation Infographics Slides

This is a quality control check sheet template 1 ppt powerpoint presentation infographics slides. This is a ten stage process. The stages in this process are defect types event occurrence, business, marketing, table, planning.

Quality Control Check Sheet Template 2 Ppt PowerPoint Presentation Visual Aids Pictures

This is a quality control check sheet template 2 ppt powerpoint presentation visual aids pictures. This is a five stage process. The stages in this process are business, marketing, subtotal, count check, error type reason.

Quality Control Check Sheet Template 1 Ppt PowerPoint Presentation Model Guide

This is a quality control check sheet template 1 ppt powerpoint presentation model guide. This is a four stage process. The stages in this process are product, stage, count, description, sub total.

Quality Control Check Sheet Template 2 Ppt PowerPoint Presentation Inspiration Icon

This is a quality control check sheet template 2 ppt powerpoint presentation inspiration icon. This is a seven stage process. The stages in this process are description, dates, data collection, location, total.

Quality Control Check Sheet Template 1 Ppt PowerPoint Presentation Show Background

This is a quality control check sheet template 1 ppt powerpoint presentation show background. This is a two stage process. The stages in this process are quality control check sheet, management, strategy, analysis, business.

Quality Control Check Sheet Template 2 Ppt PowerPoint Presentation File Gridlines

This is a quality control check sheet template 2 ppt powerpoint presentation file gridlines. This is a two stage process. The stages in this process are quality control check sheet, management, strategy, analysis, business.

Quality Control Check Sheet Template Ppt PowerPoint Presentation Layouts Background Image

This is a quality control check sheet template ppt powerpoint presentation layouts background image. This is a six stage process. The stages in this process are table, quality control, marketing, analysis, management.

Quality Control Check Sheet Ppt PowerPoint Presentation Icon Vector

This is a quality control check sheet ppt powerpoint presentation icon vector. This is a seven stage process. The stages in this process are table, quality control, marketing, analysis, management.

Quality Control Chart Ppt PowerPoint Presentation Summary Sample

This is a quality control chart ppt powerpoint presentation summary sample. This is a one stage process. The stages in this process are anatomy of a control chart, defect rate, upper control limit, center line, lower control limit.

Quality Control Review Ppt PowerPoint Presentation Icon Template Cpb

This is a quality control review ppt powerpoint presentation icon template cpb. This is a six stage process. The stages in this process are quality control review.

Stock Control Production Quality Check And Shipping Ppt PowerPoint Presentation Visual Aids Layouts

This is a stock control production quality check and shipping ppt powerpoint presentation visual aids layouts. This is a six stage process. The stages in this process are inventory tracking, inventory control management, inventory management software.

Quality Control System Ppt PowerPoint Presentation Pictures Show Cpb

This is a quality control system ppt powerpoint presentation pictures show cpb. This is a four stage process. The stages in this process are quality control system.

Auditing Quality Control Ppt PowerPoint Presentation Model Example Introduction Cpb

This is a auditing quality control ppt powerpoint presentation model example introduction cpb. This is a five stage process. The stages in this process are auditing quality control.

Quality Control Auditing Ppt Powerpoint Presentation Ideas Slides Cpb

This is a quality control auditing ppt powerpoint presentation ideas slides cpb. This is a three stage process. The stages in this process are quality control auditing.

Career Education Information Quality Control Services Marketing Course Ppt PowerPoint Presentation Pictures Infographics

This is a career education information quality control services marketing course ppt powerpoint presentation pictures infographics. This is a two stage process. The stages in this process are career education information, quality control services, marketing course.

Six Sigma Quality Control Business Services Marketing Techniques Ppt PowerPoint Presentation Graphics

This is a six sigma quality control business services marketing techniques ppt powerpoint presentation graphics. This is a stage process. The stages in this process are six sigma quality control, business services, marketing techniques.

Product Design Philosophy Inventory Management System Quality Control Ppt PowerPoint Presentation Visual Aids Professional

This is a product design philosophy inventory management system quality control ppt powerpoint presentation visual aids professional. This is a three stage process. The stages in this process are product design philosophy, inventory management system, quality control.

Quality Control Vector Icon Ppt PowerPoint Presentation Outline Example File

This is a quality control vector icon ppt powerpoint presentation outline example file. This is a four stage process. The stages in this process are vendor management, vendor compliance, supply chain failures.

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Quality Control Presentation Template

The quality control presentation template offers a complete toolkit for analyzing business problems based on quality issues. It involves different concepts of quality control and methods used to solve quality issues. All the methods and theoretical concepts included in this template are proven techniques that would be successfully applied to different industries, including IT, healthcare, engineering, manufacturing, and government. The presenters can use various PowerPoint shapes, icons, and formats to display quality control measures in an engaging style.

The business deck presentation with educational themes offers a plethora of options, such as timelines, circles, tables, graphs, and numerous other creative forms, enabling presenters to deliver compelling and informative content to their audiences. This quality control PowerPoint template serves as an essential tool for anyone seeking to improve quality control processes and mitigate quality issues within their organization.

The 18 slides for the quality control presentation allow you to showcase the Quality Control process that ensures products or services meet specific standards by monitoring and testing them throughout the production or delivery process. For this, SlideBazaar designers have compiled a sequence of concepts as follows:

• Title slide for quality control presentation with an image
• Introduction template
• Key elements (quality planning, quality assurance, quality control)
• Quality control methods
• Statistical process control (timeline with infographic icons)
• Six Sigma (define, measure, analyze, improve, control)
• Lean manufacturing (arrow circle slide to show six steps)
• Total quality management (TQM), circle ppt diagram for eight-step presentation
• Quality control tools (master diagram with subheadings)
• Checklist PowerPoint with a table slideshow
• Pareto chart (ppt line graph with bars on bottom)
• Fishbone diagram
• Control chart (a line graph with X and Y axis)
• Failure mode and effects analysis (table PowerPoint chart)
• QC challenges and solutions
• Impact of quality control: case study presentation slide
• Q&A session with a question mark image
• Thank you presentation slide

You can utilize the quality control presentation template as a visual tool during business problem-solving sessions. The template incorporates a colour scheme of yellow and light blue for its various features. Additionally, if you prefer a more comprehensive presentation, you have the option to download alternative checklist slides and PowerPoint templates related to DMAIC and Lean manufacturing.

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Quality Management Consulting

It seems that you like this template, quality management consulting presentation, free google slides theme, powerpoint template, and canva presentation template.

Quality management is essential for any organization that wants to achieve success. With this template for consultants, you can present an engaging and powerful presentation to your clients. It has everything you need - from diagrams and charts to tables and graphics. The modern design with a splash of creativity makes it stand out and catch the attention of the audience. Whether you're a consultant or a business, this template is a great way to show your commitment to quality management. Download it now and get started!

Features of this template

• 100% editable and easy to modify
• 50 different slides to impress your audience
• Contains easy-to-edit graphics such as graphs, maps, tables, timelines and mockups
• Includes 500+ icons and Flaticon’s extension for customizing your slides
• Designed to be used in Google Slides, Canva, and Microsoft PowerPoint
• 16:9 widescreen format suitable for all types of screens
• Includes information about fonts, colors, and credits of the resources used

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Quality Control PowerPoint And Google Slides Template

Quality Control Presentation Slides

In the realm of quality control is a systematic process ensuring products or services meet specified standards. It involves monitoring, inspecting, and testing to maintain consistency and meet customer expectations. This PowerPoint presentation template meticulously outlines the nuances of quality control inspection. This template becomes an invaluable asset for professionals across industries seeking to elucidate and streamline quality control processes. Designed to accommodate a spectrum of users, from seasoned experts to those new to the field, each slide is fully editable, offering flexibility and customization. The general information embedded within the template provides a comprehensive understanding of quality control inspection methodologies, making it an indispensable resource for presentations aimed at fostering a culture of quality assurance. The editable slides empower them to tailor content to specific needs, ensuring a seamless and impactful presentation. Whether it's a training session, project proposal, or a boardroom discussion, this template facilitates clear communication of quality control principles. Encouraging the audience to utilize this template, the presenter stands to gain a heightened level of professionalism and clarity in conveying quality control concepts, fostering a deeper understanding among viewers. Downloading this template becomes a strategic move for anyone striving to elevate their presentations to new heights.

Features of this templates

• 100% customizable slides and easy to download.
• The slide contains 16:9 and 4:3 formats.
• Easy to change the colors of the slide quickly.
• Highly compatible with PowerPoint and Google Slides.
• Well-crafted template with an instant download facility.
• Mixed Shapes
• Quality Control
• Quality Control Management
• Quality Management
• Statistical Quality Control
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Powerpoint Templates and Google slides for Quality control

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Deliver this complete deck to your team members and other collaborators. Encompassed with stylized slides presenting various concepts, this Collection Of Quality Control Templates Set 1 Powerpoint Presentation Slides is the best tool you can utilize. Personalize its content and graphics to make it unique and thought provoking. All the fifty three slides are editable and modifiable, so feel free to adjust them to your business setting. The font, color, and other components also come in an editable format making this PPT design the best choice for your next presentation. So, download now.

Presenting tools of quality control PowerPoint deck. This complete presentation comprises of total of 27 PPT slides. This deck is completely apt for quality control managers to identify any bottlenecks. It covers all the aspects of the topic and includes all the major elements such as graphs and charts to make the work easy. This presentation has been crafted with an extensive research done by the research experts. Our PowerPoint professionals have incorporated appropriate diagrams, layouts, templates and icons related to the topic. The best part is that these templates are completely customizable. Edit the colour, text and icon as per your need. Click the download button below to grab this complete PPT deck on quality control tools.

This complete deck covers various topics and highlights important concepts. It has PPT slides which cater to your business needs. This complete deck presentation emphasizes Operational Quality Control Powerpoint Presentation Slides and has templates with professional background images and relevant content. This deck consists of total of fourty nine slides. Our designers have created customizable templates, keeping your convenience in mind. You can edit the color, text and font size with ease. Not just this, you can also add or delete the content if needed. Get access to this fully editable complete presentation by clicking the download button below.

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7 Quality Control Tools

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Grab our presentation template to depict the 7 Quality Control Tools and how they are crucial for identifying issues, analyzing data, and finding solutions in quality management. 100% compatible with MS PowerPoint and Google Slides, this deck features visuals that can be used to ensure accurate and faster interpretation of content.

Quality analysis, risk experts, and senior managers can make the best use of this PPT to highlight the role of these quality tools in empowering teams to address issues effectively. You can present how the Fishbone diagram helps systematically collect and analyze data related to a specific issue or problem. You can also present the key details to be included in a Pareto Chart, i.e., Benefits, Uses, Limitations, etc.

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Quality Control PowerPoint and Google Slides Template

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Statistical Quality Control (SQC)

Aug 26, 2014

630 likes | 1.74k Views

Statistical Quality Control (SQC). Why control the process? Products and services require uniform quality. Process variation is inevitable reduce variation for better quality (conformance to specs). Some Generic Tools for QC. Process flow chart Pareto analysis Run chart Histogram

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Presentation Transcript

Statistical Quality Control (SQC) • Why control the process? • Products and services require uniform quality. • Process variation is inevitable • reduce variation for better quality (conformance to specs)

Some Generic Tools for QC • Process flow chart • Pareto analysis • Run chart • Histogram • Checksheet • Causes and effect diagram (Fishbone diagram) • Control charts

SQC • Sources of variation in process: • random variations (can not be controlled) • non-random variations (can be controlled) • What should we do? • We can not eliminate the variation, but we can identify the sources of non-random variations and hence improve the process.

Statistical Sampling • Identify the problems • 100% inspection • sampling • DO NOT TEMPER WITH THE SYSTEM!!! • Sample measurement: • variable (continuous): such as weight, length, …. • Attribute (good, no-good) • defectives: the acceptability of products across a range of characteristics • defects: a product that has at least one defective

Control Charts • Purpose: • Using the samples collected from the process, and calculating the required statistics to construct a time sequence chart to detect the process variation. • Process control with variablemeasurements: • For each sample, we measure the weight, volume, length, or other variable measurements. • Process control charts (variable measures): • X-bar chart • R chart

Control Charts (variable measures) • The sample mean follows a normal distribution. • If the process does not change over time, every sample mean should follow the same normal distribution. • X-bar chart: • A plot of the sample means taken from the process. It is used to detect the change of the process mean (mean for the normal distribution). • R chart: • A plot of the sample variation range. It is used to detect the change of process variation (variance for the normal distribution).

X-bar and R charts • Change of process mean • Change of variance

Developing Control Charts 1. For each sample, - calculate the sample mean. (n is the number of observations in a sample (sample size)) - calculate the range. 2. For all the samples, - calculate the overall mean. - calculate the average range. (k is the number of samples)

Developing Control Charts (continued) 3. For the X-bar chart: - Upper control limit (UCL)= - center line = - Lower control limit (LCL)= 4 For the R chart: - Upper control limit (UCL)= - center line = - Lower control limit (LCL)= 5. Look for A2, D3, D4 in Exh. S5.4.

Control Charts-Example The following measures of shaft diameters were taken from a company producing transmission boxes. Construct the X-bar and R charts. sample diameter (in inches) 1 2.10 2.08 1.97 2 1.99 1.98 2.05 3 2.00 2.01 1.98 4 2.09 2.10 2.05

Example (continued) • X-bar chart • R chart

Example (continued) Two new measures were taken this week. Using the control charts developed, explain your findings. sample diameter (in inches) 1 2.31 1.86 1.91 2 1.86 1.85 1.79

Interpreting the Control Charts • X-bar and R charts MUST BE USED TOGETHER!! sample measurements 1 10.0 10.1 10.2 2 13.0 9.5 7.8 - sample 1 and 2 have the same mean (10.1) - sample 2 has greater variation than sample 1. (R1=0.2, R2=5.2) sample measurements 1 10.0 10.1 10.2 2 13.0 13.1 13.2 - sample 1 and 2 have the same variation (0.2) - sample 2 has a higher mean than sample 1. • See Exh. S5.3.

Control Chart for attribute measures: p chart • Sample units are only classified into one of two categories (good or bad, success or failure, etc.)

P Chart-Example A visual inspection for scratches produced the following data for last week. For each sample, 30 units were inspected. Sample # of defects sample # of defects 1 5 6 4 2 4 7 5 3 4 8 6 4 5 9 4 5 7 10 5

Example (continued) This week 30 units were inspected on each of 2 occasions. On Monday, 6 units were found defective. On Tuesday, 9 were found defective. Is this process in or out of control?

Process Capability • Control charts are of little value if the process is not capable of making products within design specification (or tolerance) limits. • Process capability = 6 s (s: standard deviation of the process) • Process capability ratio = Upper tolerance limit (UTL) - Lower tolerance limit (LTL) 6s - higher ratio: the process is potentially more capable of making the product within the design specification.

Process Capacity vs. Design Specs (Tolerance) • process variability matches specs • process variability well within specs • process variability exceeds specs

Capability Index (Cpk) • Indicates how well the process performs relative to the target value. • Cpk is used to determine whether the process mean is closer to the UTL or LTL.

Process Capability-Example A metal fabricator produces connecting rods with an outer diameter that has a specification of 1.000 +/- 0.010 inch. The process mean is determined to be 1.002 inches with a standard deviation of 0.003 inches. What do you think about the process?

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• Open access
• Published: 27 June 2024

The feasibility and usability of mixed reality teaching in a hospital setting based on self-reported perceptions of medical students

• Michael Johnston 1 ,
• Megan O’Mahony 2 ,
• Niall O’Brien 3 ,
• Murray Connolly 4 ,
• Gabriella Iohom 5 ,
• Mohsin Kamal 1 ,
• Ahmed Shehata 1 &
• George Shorten 5  

BMC Medical Education volume  24 , Article number:  701 ( 2024 ) Cite this article

126 Accesses

Metrics details

Clinical teaching during encounters with real patients lies at the heart of medical education. Mixed reality (MR) using a Microsoft HoloLens 2 (HL2) offers the potential to address several challenges: including enabling remote learning; decreasing infection control risks; facilitating greater access to medical specialties; and enhancing learning by vertical integration of basic principles to clinical application. We aimed to assess the feasibility and usability of MR using the HL2 for teaching in a busy, tertiary referral university hospital.

This prospective observational study examined the use of the HL2 to facilitate a live two-way broadcast of a clinician-patient encounter, to remotely situated third and fourth year medical students. System Usability Scale (SUS) Scores were elicited from participating medical students, clinician, and technician. Feedback was also elicited from participating patients. A modified Evaluation of Technology-Enhanced Learning Materials: Learner Perceptions Questionnaire (mETELM) was completed by medical students and patients.

This was a mixed methods prospective, observational study, undertaken in the Day of Surgery Assessment Unit. Forty-seven medical students participated. The mean SUS score for medical students was 71.4 (SD 15.4), clinician (SUS = 75) and technician (SUS = 70) indicating good usability. The mETELM Questionnaire using a 7-point Likert Scale demonstrated MR was perceived to be more beneficial than a PowerPoint presentation (Median = 7, Range 6–7). Opinion amongst the student cohort was divided as to whether the MR tutorial was as beneficial for learning as a live patient encounter would have been (Median = 5, Range 3–6). Students were positive about the prospect of incorporating of MR in future tutorials (Median = 7, Range 5–7). The patients’ mETELM results indicate the HL2 did not affect communication with the clinician (Median = 7, Range 7–7). The MR tutorial was preferred to a format based on small group teaching at the bedside (Median = 6, Range 4–7).

Conclusions

Our study findings indicate that MR teaching using the HL2 demonstrates good usability characteristics for providing education to medical students at least in a clinical setting and under conditions similar to those of our study. Also, it is feasible to deliver to remotely located students, although certain practical constraints apply including Wi-Fi and audio quality.

Peer Review reports

“He who studies medicine without books sails an uncharted sea, but he who studies medicine without patients does not go to sea at all.” William Osler [ 1 ] . The value placed on medical teaching which directly involves patients is widely recognised by teachers and students. The value is attributed to the role it plays in situating learning in the students’ future workplace and to the opportunity to develop understanding of the relevance of basic science to clinical care (vertical integration) [ 2 ]. However, in many undergraduate medical programmes, the amount of time spent in teaching “at the bedside” has declined [ 2 ]. Reasons include the more rapid turnover of patients in hospital and improved forms of diagnostic tests.

In the light of the Covid 19 pandemic, the infection control risk of bringing students to the bedside has become a significant consideration, alongside the additional strain placed on the precious resource of personal protective equipment. Other considerations include the increasing requirement to provide remote learning and the environmental and wellbeing benefits of reducing the number of journeys medical students are required to undertake to attend clinical teaching. The centralisation of medical services has also led to medical students not having uniform exposure to all specialities. Clinical teaching with real patients in clinical tutorials lies at the heart of health professional education [ 3 ]. It provides students with opportunities to practice their history taking; physical examination; and communication skills [ 4 ]. In the discipline of anaesthesia, clinical judgement during preoperative assessment is critically important to minimise risks of rare events such as anaphylaxis [ 5 ] or difficulty in airway management [ 6 ].

Given the advances in technology-enhanced learning, the opportunity exists to support medical students in accessing and learning from clinical encounters by integrating selected artefacts to build and extend mental models from ‘bench-to-bedside’.

Mixed reality (MR) has been utilised in a diverse range of fields, including healthcare. There is now a body of work specifically looking at the applications of the Microsoft HoloLens 2 (HL2), a head-mounted display, MR Device within healthcare education.

The HL2 has been used intraoperatively to displaying complex holographic three-dimensional models based on patients’ pre-operative Computerised Tomography scans and aid surgical navigation [ 7 ]. A study by Bala et al. demonstrated the ability to use the HL2 to deliver a remote access MR ward round, in a real clinical setting and that this was found to be educationally effective and feasible [ 8 ]. Mill et al. also demonstrated live streaming of ward rounds using the HL2 and found the patient and student experience to be good but highlighted issues such as background noise, steep learning curves and Wi-Fi connectivity as barriers to delivery [ 9 ]. Wolf et al. utilised the HL2 to teach medical students the highly technical skill of extracorporeal membrane oxygenation cannulation; the MR group performed significantly fewer errors when compared with the conventional teaching group [ 10 ].

MR refers to a rendered experience blending the physical and digital world. The term mixed reality was first coined in a 1994 paper and defined as merging of real and virtual worlds somewhere along the virtuality continuum which connects completely real environments to completely virtual ones’ [ 11 ] . The blending of real and digital worlds allows users to interact and manipulate with real and virtual elements concurrently.

MR offers a potential solution to a number of challenges in medical education including providing students with meaningful access to patients, across different clinical specialties; infection control issues; and the provision of remote learning. Furthermore, it may serve as an effective means of supporting students in applying previously learned principles to the care of a specific patient who is present.

MR allows for the inclusion of digital artefacts into a real environment. This may offer potential to improve student learning by displaying three dimensional models; overlaying digital artefacts over live patients; utilising gestures and interactive features to highlight information to the learner. Combining audio-visual information may also reduce the cognitive load burden increasing learning efficacy [ 12 ].

Importantly, a MR supported clinical encounter may be used to enable students to associate their learning of basic scientific principles (for instance in anatomy or physiology) to relevant clinical applications; this could provide a valuable addition to teaching approaches integrating basic science knowledge and understanding with specific clinical challenges [ 13 , 14 ].

The HL2 allows a live clinical encounter can be streamed to remote users. The HL2 is head-mounted device with a built-in camera which shows exactly what the tutor can see but with the addition of mixed reality allowing digital artefacts to be placed into the real environment. This stream of audio-visual data from the HL2 can be streamed to students situated remotely either on a single or to multiple devices. Bidirectional sound allows for the students, clinician, and patient to communicate in a manner similar to conventional bedside teaching. There is no upper limit on the number of students who could join the scenario remotely, unlike with conventional bedside teaching where only small groups are realistic. MR teaching may also uniform access and exposure to all specialities for medical students.

Given the inevitable challenges of introducing a new technology into the already complex healthcare environment we set out to examine the usability and feasibility of using the HL2 for teaching medical students. We examined this question using a prospective, observational, mixed methods study design. The tutorials were designed around clinical encounters with real patients during their perioperative pathway, and within a busy tertiary referral hospital.

Methodology

The study was approved by the Clinical Research Ethics Committee of the Cork Teaching Hospitals. All patient and student participants provided written informed consent prior to participating in the study. All participants were aged over 18 years and deemed to have capacity to consent prior to enrolment in the study.

Student participants

This study examined the use of the HL2 to facilitate a live two-way broadcast of a clinician patient encounter, utilising MR features of the HL2 device, which was streamed to Fourth Year Direct Entry and Third Year Graduate Entry University College Cork medical students. Medical students were invited to participate in the study which took place during their one-week placement in anaesthesia and intensive care medicine. Those invited to participate constituted a convenience sample as they were members of eight student groups (group size 3–10 students) scheduled to undertake this attachment from January 13th to March 31st 2023. The study took place in Cork University Hospital, a busy tertiary referral teaching hospital. All patients who participated were located on the Day of Surgery Assessment (DOSA) Unit having had their day case surgery completed. Background data was collected on medical students including age and previous degree level qualifications.

Technical set-up

The tutorials took place on a once weekly basis from January to March 2023 ( n  = 8). All tutorials were delivered by a clinician investigator (MJ) and all sessions were facilitated by another investigator (NB). NB had significant prior experience with MR including specific experience with the HL2 Device.

NB facilitated the audio and visual connection between the clinical encounter and the tutorial room. MJ underwent informal training of how to use the Microsoft HoloLens 2 which took approximately 8 h to gain a working knowledge and an appreciation of the hand gestures required for smooth operation (comprising 4 h Microsoft remote assistance).

MJ wore the HL2 as a head mounted device and was face to face with the patient. The software package Microsoft Remote Assist alongside Microsoft Teams was used to enable a live two-way broadcast to the remote environment where the medical students were situated. The Cork University Hospital institutional Wi-Fi was used to transmit the broadcast. This provided a secure encrypted password protected network.

Medical students were situated remotely in a tutorial room with the facilitator NB they were able to communicate directly with the clinician via a microphone and audio was provided via an external speaker. The clinician was able to communicate with the students via an external microphone on the HL2 Device and audio was provided by Headphones attached to HL2. The students were unable to communicate directly with the patient, but the clinician could act as a conduit for any questions (see Fig.  1 ).

Physical set up of MR tutorial. Technician located with medical students in tutorial room. Clinician wearing HL2 with patient in Day of Surgery Admission Unit (DOSA)

Hardware requirements were as follows:

• Microsoft HoloLens 2

Saramonic External Microphone (HoloLens 2)

Apple 3.5mm Headphones (HoloLens 2)

BeoPlay A1 Portable Bluetooth Speaker (Tutorial Room)

Rode Compact Directional Microphone (Tutorial Room)

Laptop capable of running Microsoft Teams

Tutorial structure

At completion of their one-week anaesthesia and intensive care module the medical students attended for a mandatory three-hour tutorial comprising three sections; clinical case presentation; airway assessment; and 20 multiple choice questions on anaesthesia. Following the tutorial, the students had a 20-min break and then the students who had chosen to participate underwent the MR clinical airway tutorial. All MR tutorials were delivered by the same clinician (MJ) and the same technical facilitator (NB).

The MR tutorial involved performing a basic airway assessment of a real patient and during this process the clinician was able to populate the shared view with artefacts to illustrate key teaching points such as the Mallampati score and mandibular protrusion test (see Fig.  2 ). A picture of a patient with several features of a difficult airway was then displayed and the students were asked to highlight concerning features. The second section of the tutorial focussed on clinical anatomy, a three-dimensional rendering of the upper airway was displayed, which could be rotated; zoomed in to; and highlighted using hand gestures within the HoloLens software. Collectively the students were asked to label the anatomical features and MJ further questioned the students on the clinical relevance of the anatomy.

Artefact demonstrating Mallampati score alongside patient

The following purchases were required to facilitate the tutorials. Microsoft HoloLens 2 device (€3500), Saramonic external microphone for HoloLens 2 (€88), headphones for HoloLens 2 (€10), portable BeoPlay speaker for tutorial room (€250), Rode microphone for tutorial room (€57), annual licence cost for HoloLens (€275) n  = 2. In addition, NB provided his personal laptop, HDMI cable, and the tutorial room was equipped with a 36-inch, high-definition monitor to mirror the laptop screen onto.

The System Usability Scale (SUS) was employed to assess the usability of the MR environment for teaching. SUS were completed by all 3 of the relevant parties: medical students, teaching clinician, and technician. SUS forms were completed immediately after the tutorial.

A modified Evaluation of Technology-Enhanced Learning Materials: Learner Perceptions Questionnaire (mETELM) was completed by the medical students and patients, which used a 7-point Likert scale. The questionnaire included questions on previous experience with mixed or virtual reality; feasibility data relating to visual clarity and three-way audio broadcast; and data about how the MR tutorial compared with both a conventional PowerPoint presentation and in-person bedside teaching. There was also an area for free text feedback.

Although learning efficacy attributable to the HL2 use was not formally or comprehensively assessed, we examined academic performance (based on the end of year Objective Structured Clinical Examinations results in the airway examination station) for students who attended the MR tutorial compared with those who just underwent the conventional teaching.

This was a mixed methods prospective observational study, which took place in a busy tertiary referral hospital in the Day of Surgery Assessment Unit involving real patients on their perioperative journey.

Eight clinical tutorials involving 8 separate patients took place between 13/1/23 and 31/3/23. Of a total of 53 medical students who were eligible to participate in this study (as scheduled to attend MR tutorial) 47 elected to participate having provided written informed consent. The 47 medical students comprised of 21 males and 26 females. The participants comprised 18 graduate entry third medical students (mean age = 28.5 years, SD = 3.78) and 29 Direct entry fourth year medical students (mean age = 22.3 years, SD = 0.97).

All 47 medical students fully completed the SUS and the mETELM Questionnaire. The Clinician and technician also completed the SUS.

Of the 8 patients who participated (having provided written informed consent), 7 completed the mETELM questionnaire. 1 patient did not complete the mETELM due to feeling nauseous.

Overall, a mean score of 71.4 (SD = 15.4) on the SUS was elicited from the 47 participating medical students (See Fig.  3 ). A SUS score of 68 is considered to demonstrate satisfactory usability, with a score of 68- 80.3 considered good usability and > 80.3 considered excellent usability [ 15 ]. Therefore, we can state that, in the context of our study, the medical students found the HL2 to have good usability characteristics.

SUS Score- Medical Students

The clinician/teacher (MJ) and education technician (NB) also completed the SUS (score = 75 and 70 respectively). The clinician/teacher and technician were generally positive about use of the device. The clinician teacher found the HL2 to be comfortable to wear, to provide an unrestricted field of view and have good battery life. However, he found that the process of opening up the three-dimensional airway model to be time consuming, as it involved opening Microsoft edge web browser and then opening and expanding the model, (taking approximately 30 s).

Student and patient mETELM questionnaires

The students mETELM Questionnaire responses are displayed in Fig.  4 . There was limited previous experience with MR, but significant experience with gaming consoles and computers. Audio and video quality was felt to be clear. The MR tutorial was felt to be universally more beneficial than a PowerPoint presentation and replicate a live patient encounter. The results were borderline for if the MR tutorial was as beneficial as a live patient encounter. MR seemed to support learning, and there was a positive response to further MR teaching being incorporated into future tutorials. It was felt that the tutorial did not require inappropriately high technical skills, and that MR was not a distraction from the content of the tutorial.

Students mETELM Questionnaire responses. Median and Interquartile Range displayed

The patients mETELM Questionnaire responses (see Fig.  5 ) suggest the HL2 did not affect communication with the doctor but did form a distraction to some patients. The HL2 did not make patients feel uncomfortable and they felt safe during the sessions. Interestingly, patients collectively expressed a preference for the MR supported tutorial format over small or large student group tutorials at their bedside; most patients described the MR enabled tutorials as an enjoyable experience and indicated that they would favour participating in similar tutorials again.

Patient mETELM Questionnaire responses. Median and interquartile range displayed feasibility

Overall, we found that it was feasible to deliver teaching using the HL2 in a live clinical environment, but we encountered certain significant barriers. The institutional Wi-Fi was generally acceptable for providing adequate quality audio and visual streams, but on occasion connectivity dropped and was not resumed until the laptop and HL2 had both been restarted. Our occasional attempts to record a session would significantly reduce the quality of the connection, forcing us to restart both the HL2 and laptop. Despite this we always managed to run the MR tutorials but sometimes there would be delays of up to 15 min whilst we established a good quality connection. After 2 tutorials we improved the student’s ability to communicate with the clinician with the addition of an external microphone in the tutorial room.

Prior to delivery of the teaching the clinician had to learn how to use the HL2 device, a process which took around 8 h. The technician was already familiar with the HL2 and Microsoft Teams and Remote Assist. There were significant costs in terms of hardware, software, and licensing to run MR tutorials with the HL2.

Additional findings

Representative quotes from students’ free text are on mETELM questionnaire are detailed below in Table  1 .

The medical students completed an end of year OSCE on airway examination. The OSCE was 50% related to what we taught in the HL2 tutorial and 50% related to other aspects of airway management. The interval between the HL2 tutorial and the OSCE varied significantly between students from 6 weeks to 4 months. The airway OSCE was scored out of 50. The scores for students who completed the HL2 tutorial ( n  = 47) and those who had conventional teaching only ( n  = 139) were similar (HL2 teaching- mean 45.1, SD 4.9, versus conventional teaching- mean 44.1, SD 7.0). The unpaired student t-test two tailed value was 0.58. No difference in learning efficacy was found between the HL2 group and those who underwent conventional teaching.

The most important finding of this study is that the HL2 demonstrates good usability characteristics for providing clinical education to medical students in a real clinical setting. Within the infrastructure of a busy teaching hospital and using institutional Wi-Fi, it is feasible to deliver bedside clinical teaching to a group of remotely located medical students. We propose that MR-enhanced teaching may allow for educational institutions to provide consistent and uniform access to clinical teaching.

We also found that students expressed great openness to and enthusiasm for this way of learning, both in their Questionnaire responses and at semi structured interview. This provides encouragement for future use of MR devices within the clinical space.

Our findings are broadly consistent with others which have demonstrated that that the teaching of medical students within a variety of clinical environments using MR showed good usability and feasibility characteristics and are generally acceptable to patients, students, and teachers [ 8 , 9 , 16 , 17 , 18 ]. Mill et al. highlighted some issues similar to those we experienced regarding Wi-Fi connectivity, and background noise disrupting sessions [ 9 ]. Our study results are also consistent with those of Levy et al. in that some patients preferred and felt more comfortable having a single clinician wearing a HL2 compared with having a group of healthcare professionals at the bedside [ 19 ].

A review article by McBain et al. examined the effect of using virtual, augmented and mixed reality to teach clinical anatomy to medical students using three dimensional digital models and our study showed globally similar positive findings with regards to usability and feasibility [ 20 ]. Other investigators have also noted (in the context of a clinical teaching during a pandemic) that the HL2 can facilitate ongoing delivery of clinical teaching with a lesser need for personal protective equipment use and increased safety for all [ 21 ].

Our study was relatively novel as it was implemented within a busy clinical environment with real patients on their perioperative pathway. The usability data we collected employed two different tools (SUS and mETELM) and rendered similarly positive results. We interpret that similarity as supporting the validity of our findings. Our usability dataset was elicited from the different perspectives of medical students, a clinician, patients, and a technician. (Only one patient did not complete the mETELM Questionnaire).

The ETELM instruments were designed originally by Cook et al. [ 22 ] using a combined inductive/ deductive approach and comprehensive literature review to ensure that relevant domains were captured (based on frameworks widely applied to mainstream education) and inclusion of specific items of relevance to health professionals’ education. The designers specify that the ETELM instrument is intended to be adapted to “context and situation-specific needs” [ 22 ]. We did not conduct within-study assessments of face, content, or test–retest validity of the mETELM. The risk that the information elicited using this instrument is invalid may be offset by the selection of an instrument specifically designed both for educational technology and for health professional learners.

All MR teaching was delivered by a single clinician which ensured uniformity of teaching style and approach. Three-way communication between patient, clinician and medical students allowed for communication in a similar style to in person bedside teaching. A different patient participated in each clinical tutorial leading to a diverse range of clinical findings and discussion points.

Utilising the HL2 technology to provide both a clinical tutorial involving a real patient and then progressing onto three-dimensional anatomy teaching demonstrated the capabilities of the device, utilising the basic audio-visual streaming features, with adjacent MR artefacts.

This was a relatively small study with a limited number ( n  = 47) of medical students participating. The study only focused on a single highly specific clinical domain. The study took place in one location (DOSA) in one hospital; therefore, our findings cannot necessarily be extrapolated to other hospital environments. Because the patients who participated were all elective patients on a day case surgical pathway, our findings cannot necessarily be extrapolated to patients of different backgrounds or differing degrees of acuity. We did not assess the feasibility of streaming the sessions to multiple personal devices.

Use of MR clinical teaching via a device like the HL2 is feasible and has positive usability characteristics. The feedback reported in this study indicates that MR offers potential for technology enhanced learning and specifically to improve vertical integration within an undergraduate medical curriculum.

There are many potential future applications of MR technology within the healthcare setting. These may include bedside teaching in more diverse environments, sharing three dimensional models during surgery, anatomy teaching including specific applications within regional anaesthesia.

One possibility to scale a MR enabled learning resource would be a library of MR teaching sessions which students would be able to access at their own discretion to allow for uniform access to clinical teaching and a potentially unlimited number of students to participate. This set up would be enhanced further by collecting engagement data from students and embedding pop quizzes into the tutorials. Allowing students to use their own devices to join sessions clearly offers practicality benefits to the students and environmental benefits but raises questions regarding data protection and maintaining confidentiality.

Although we do not provide here enough information to provide a needs analysis for scaling up or transferring the type of mixed reality teaching described to other institutions, our results indicate that faculty training, suitably chosen hardware and software, secure and reliable Wi-Fi will be pre-requisites.

The HL2 has a training curve associated with basic competence and an interesting area of research would be to ascertain how long it would take a group of clinicians to become competent to deliver a clinical tutorial using the device. With a larger group of trained clinicians, a more diverse range of subjects could be delivered using MR.

Our results point to the likelihood of employing MR to apply basic science principles to clinical practice (including diagnosis and management decisions). It will be important to examine whether this potential can be realised without distracting or overwhelming the learner. Further work on this question is warranted.

The most important finding of this study is that MR supported teaching using the HL2 demonstrates good usability characteristics for providing clinical education to medical students at least in a clinical setting and under circumstances similar to those we describe here. Within the infrastructure of a busy teaching hospital and using institutional Wi-Fi it is feasible to deliver teaching related to clinical encounters to remotely located medical students, although certain practical constraints apply including the quality of Wi-Fi and audio connections.

Availability of data and materials

Any data used by the authors can be made available if requested. Please contact corresponding author Michael Johnston if required.

Abbreviations

• Mixed reality

modified Evaluation of Technology-Enhanced Learning Materials: Learner Perceptions Questionnaire

System Usability Scale

Day of Surgery Assessment Unit

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This study was supported by UCC Dept of Anaesthesia.

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Contributions

All authors contributed in a meaningful way to generating the manuscript. MJ was lead author, led the organisation, planning and data collection, and led all MR tutorials. NB acted as a facilitator for all sessions and contributed significantly to the technical set up and planning of the study. GS had the overview of the whole project and how it fits into previous work, GS also contributed significantly to the manuscript. MM conducted the semi structured interviews and contributed to the manuscript. MC provided guidance based on his experience of using HL2. GI, AS and MK contributed to facilitating the tutorials.

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Correspondence to Michael Johnston .

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The study was approved by the Clinical Research Ethics Committee of the Cork Teaching Hospitals and the guidance and regulations offered by the Clinical Research Ethics Committee of the Cork Teaching Hospitals and Helsinki declaration were followed. All patient and student participants provided written informed consent prior to inclusion in the study. All participants were aged over 18 years and deemed to have capacity to consent prior to enrolment in the study.

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All patient and student participants provided written informed consent prior to inclusion in the study. It was explicitly stated that the aim of the study was to publish the results in a medical journal but there would be no identifiable patient or student data. With relation to the image in Fig.  2 written informed consent was obtained from the participant for the publication of the information/images in an open access publication.

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Johnston, M., O’Mahony, M., O’Brien, N. et al. The feasibility and usability of mixed reality teaching in a hospital setting based on self-reported perceptions of medical students. BMC Med Educ 24 , 701 (2024). https://doi.org/10.1186/s12909-024-05591-z

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Received : 18 July 2023

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DOI : https://doi.org/10.1186/s12909-024-05591-z

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