AI in Nonmedical Caregiving & the Role of Human Oversight
AI tools are increasingly embedded in caregiving platforms to assist family members and agency staff in managing nonmedical Activities of Daily Living (ADLs), such as bathing, dressing, meal prep, and mobility assistance.
These tools often include features like scheduling support, personalized suggestions, voice-activated assistance, and alerts. However, these AI tools must be “trained”—meaning they rely on algorithms built from large datasets and refined based on user feedback and behavioral patterns.
While AI can streamline and personalize care routines, a human must still review and evaluate the AI’s outputs to ensure accuracy, relevance, and safety. AI can misinterpret context, overgeneralize, or make inappropriate suggestions if left unchecked. This is especially important in caregiving, where trust, individual needs, and dignity are central.
Real-Life Scenario: Nonmedical AI Guidance in Home Care
Scenario: A family caregiver named Lisa uses an AI-powered assistant installed in her mother’s home. The tool sends prompts to remind her mother to drink water, take a walk, or prepare lunch.
It also tracks her mother’s activity patterns and suggests minor changes—like adjusting mealtimes to better fit her energy levels. The AI flags a pattern where her mother is skipping breakfast and recommends alerting Lisa to check in.
Lisa reviews the recommendation and realizes her mother is waking up later due to poor sleep, not loss of appetite. She updates the schedule accordingly. The AI now suggests new reminders based on this adjusted routine.
Key Takeaways:
The AI offers real-time support, promoting independence for the elder and reducing Lisa’s cognitive load.
Lisa must still evaluate the AI’s suggestions. Without human review, the AI might have escalated a non-issue or applied a generic solution that didn’t fit her mother’s unique situation.
The process illustrates how AI assists but doesn’t replace the caregiver’s role in nonclinical decision-making.
Root Cause Analysis (RCA) is a problem-solving technique used to identify the underlying causes of an issue or problem. The goal of RCA is to identify and address the root cause of a problem rather than simply addressing its symptoms.
Root Cause Analysis is commonly used in industries such as healthcare, and aviation, where even minor errors can have significant consequences. The process involves gathering data and information about the problem, identifying the immediate cause(s), and then working backward to identify the root cause(s).
When should we use Root Cause Analysis in home care?
In general, RCA can be used in home care whenever an adverse event occurs, or when there is a concern about patient safety or quality of care. It can help identify the root causes of the issue and develop strategies to prevent similar incidents from occurring in the future.
Some situations in home care where RCA may be appropriate include:
1.Patient falls or injuries: If a patient falls or experiences an injury while receiving home care, conducting an RCA can help identify the contributing factors, such as environmental hazards or medication side effects, and develop strategies to prevent future incidents.
2.Medication errors: Medication errors are a common issue in healthcare, and home care is no exception. Conducting an RCA can help identify the underlying causes of the error, such as miscommunication or lack of training, and develop strategies to prevent similar errors from occurring in the future.
3.Infection control issues: Infection control is essential in home care to prevent the spread of infectious diseases. Conducting an RCA can help identify the causes of an infection outbreak, such as inadequate hand hygiene or improper cleaning procedures, and develop strategies to prevent future outbreaks.
Root Cause Analysis has many benefits
Improving processes and systems: By identifying the root cause of a problem, RCA helps to identify opportunities for process and system improvements that can prevent future issues.
Reducing costs: By identifying and addressing the root cause of a problem, RCA helps to reduce costs associated with the problem, such as costs associated with rework or corrective action.
Improving safety: In industries such as healthcare and aviation, RCA helps to improve safety by identifying and addressing the root cause of safety incidents or errors.
Identifying the underlying cause of a problem: RCA helps to identify the root cause of an issue, which can then be addressed to prevent similar problems from occurring in the future.
Root Cause Analysis and Home Care Deficiencies
The Colorado Department of Public Health and Environment is responsible for licensing and surveying home care agencies in Colorado. During surveys, deficiencies are cited for non-compliance with state and federal regulations. Here are some of the top home care deficiencies cited in Colorado:
Quality of care: Deficiencies related to the quality of care provided by home care agencies, including medication administration errors, failure to follow care plans, and inadequate patient assessment and monitoring.
Staffing: Deficiencies related to staffing, including inadequate staffing levels, insufficient staff training and competency, and failure to conduct background checks on staff members.
Infection prevention and control: Deficiencies related to infection prevention and control practices, including improper hand hygiene, failure to follow standard precautions, and inadequate cleaning and disinfection practices.
Patient rights and responsibilities: Deficiencies related to patient rights and responsibilities, including failure to obtain informed consent, inadequate protection of patient confidentiality, and failure to provide patients with access to their medical records.
Documentation: Deficiencies related to documentation practices, including incomplete, inaccurate, or missing documentation.
Physical environment: Deficiencies related to the physical environment of the patient’s residence, including inadequate maintenance of equipment (when it belongs to the home health agency), failure to report equipment malfunction(s), and unsafe conditions.
Here is an example of RCA in action for a home care agency with deficiencies related to documentation practices, including incomplete, inaccurate, or missing documentation.
Root Cause Analysis (RCA) helps a home care agency address deficiencies related to documentation practices by identifying the underlying causes of incomplete, inaccurate, or missing documentation. Here’s an overview of how RCA helps a home care agency improve documentation practices:
Identify the problem: The first step in RCA is to identify the problem, which in this case is incomplete, inaccurate, or missing documentation. This might be the result of a variety of factors, such as insufficient training, inadequate staffing, or a lack of accountability.
Gather data: Home care agency staff can gather data on the problem, such as how often incomplete or inaccurate documentation occurs, which staff members are involved, and which types of documentation are most frequently incomplete or inaccurate.
Analyze the data: The next step is to analyze the data to determine the underlying causes of incomplete or inaccurate documentation. This may involve using tools such as fishbone diagrams or flowcharts to identify contributing factors.
Identify contributing factors: Through the analysis, RCA can help identify contributing factors to the documentation problem. Contributing factors could include staff members being overloaded with tasks, inadequate training, lack of accountability, or poor communication among staff members.
Develop and implement corrective actions: Once contributing factors are identified, RCA can help home care agency staff develop and implement corrective actions to address the problem. Corrective actions may include additional staff training, changes to documentation procedures or templates, or the implementation of new technology.
Monitor progress: Finally, RCA can help home care agency staff monitor progress over time to determine if the corrective actions are effective in improving documentation practices. Regular monitoring can help identify if the underlying causes of incomplete or inaccurate documentation have been addressed and whether additional corrective actions are necessary.
In summary, Root Cause Analysis can help home care agencies identify the underlying causes of incomplete, inaccurate, or missing documentation, develop and implement corrective actions, and monitor progress over time. This approach can lead to improved documentation practices, which can improve the quality and safety of care provided to patients. The reader can apply these steps to any of the deficiencies cited to drill down to the causes and develop and implement corrective action. Monitoring is always part of the process even when we reach 100% accuracy because you want to ensure that practices are maintained with no slack in the future.
The answer to the eNews question is FALSE. RCA is NOT used in a home care agency for every minor failure and unplanned incident. It is time-consuming and requires analysis and study. For failures where effects are minor or non-existent or they are unlikely to reoccur due to unique conditions, root cause analysis will not be beneficial.
Resources
CHC provides the following Quality Management offers on its Virtual Classroom
January 6, 2023 View as WebpageApproved Administrator Training and Development Online training platform Certificate Programs Instructor Access
Serving Colorado since 2008, CHCs online training platform for Home Care Administrator Training provides hands-on experience, expertise, commitment and knowledge of best practices and current legislation.
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We strongly believe in online teaching and support no matter your experience. Anytime a user would like a 1:1 virtual meeting for questions or an in-depth discussion, simply reach out with an email or phone call to schedule it.connie@chctrain.com ~(303) 548-4310homehealthcerts.com ~ getcompliant.us Approved Training by Colorado Department of Public Health and Environment (CDPHE) CHC earned Approved Training Authority for Administrators and Managers in 2010. Thank you for reading!