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DIALYSIS HEALTH
CARE ANALYTICS
GROUP 1 | PROJECT
P180
GROUP
MEMBERS
Mr. Ahezam Ahamed Khan
Mr. Mohd Sohailuddin
Mr. VISWA REDDY.
MANDIREDDY
Mr. Dibyanshu
Miss. Rashmi Rani Biswal
Mr. Purushotham Abbili
Mr. Shahabajahamad
Mujawar
Project Squad
INTRODUCTION
• Dialysis healthcare analytics involves the analysis of key performance indicators (KPIs)
to gain insights and make data-driven decisions in the field of dialysis care.
• It includes monitoring the number of patients across various summaries, comparing
profit vs. non-profit statistics, assessing chain organizations based on total
performance scores, analyzing dialysis station statistics, examining category text for
expected outcomes, and tracking the average payment reduction rate.
• By leveraging these analytics, healthcare providers can optimize care delivery, improve
operational efficiency, enhance financial performance, and ultimately improve patient
outcomes in the dialysis care sector.
1. NUMBER OF PATIENTS ACROSS VARIOUS SUMMARIES
• Analyzing the number of patients across
various summaries is a crucial KPI in
dialysis healthcare analytics.
• It involves tracking the patient population
trends, such as the total number of patients,
patient demographics, and specific patient
summaries (e.g., by age, gender, or medical
conditions).
• This KPI provides insights into the demand
for dialysis services, helps in capacity
planning, and assists healthcare providers
in delivering personalized care based on
patient characteristics.
2. PROFIT VS. NON-PROFIT STATS
• Comparing the financial performance of profit-
driven and non-profit organizations is an important
aspect of dialysis healthcare analytics.
• This analysis involves examining key financial
metrics, such as revenue, expenses, profit margins,
and return on investment, to understand the
economic landscape of the dialysis care sector.
• It helps identify the differences in financial
outcomes between profit and non-profit
organizations and enables stakeholders to make
informed decisions regarding resource allocation,
cost management, and sustainability of care.
3. CHAIN ORGANIZATIONS W.R.T. TOTAL PERFORMANCE SCORE AS NO
SCORE
• Assessing chain organizations based
on their total performance score,
particularly those with no score, is a
significant KPI in dialysis healthcare
analytics.
• The total performance score evaluates
various quality measures, patient
outcomes, and adherence to best
practices.
• By analyzing chain organizations in
terms of their total performance
score, healthcare providers can
identify areas of improvement,
benchmark against industry
standards, and promote quality care
delivery across different chains.
4. DIALYSIS STATIONS STATS
• Monitoring dialysis stations' statistics is
an essential KPI for dialysis healthcare
analytics.
• This involves tracking the number of
dialysis stations, their utilization rates,
availability, and efficiency of operations.
• By analyzing these statistics, healthcare
providers can optimize resource
allocation, identify areas of
underutilization or overcrowding, ensure
equitable access to dialysis services, and
improve overall operational efficiency in
delivering care.
5. # OF CATEGORY TEXT - AS EXPECTED
• Analyzing the # of category text, such as
patient classifications or other relevant
criteria, is an important KPI in dialysis
healthcare analytics.
• It involves categorizing patients based on
specific criteria and examining their
outcomes.
• By comparing these outcomes with
expectations, healthcare providers can assess
the effectiveness of different treatment plans,
identify patterns, and tailor care strategies to
specific patient categories, ultimately
improving the quality of care provided.
6. AVERAGE PAYMENT REDUCTION RATE
• Monitoring the average payment reduction
rate is a critical KPI in dialysis healthcare
analytics.
• It measures the rate at which payments for
dialysis services are reduced, such as
through reimbursement adjustments or
contractual agreements.
• By analyzing this KPI, healthcare providers
can assess their financial performance,
identify factors contributing to payment
reductions, and develop strategies to
mitigate the impact on revenue while
maintaining high-quality care standards.
Excel
Dashboard Overview
• By using an Excel dashboard,
dialysis healthcare analytics
can be visually presented in a
user-friendly and interactive
manner.
• It facilitates effective data
analysis, provides actionable
insights, and empowers
healthcare providers to make
informed decisions to optimize
dialysis care delivery and
improve patient outcomes.
Tableau
Dashboard Overview
• Overall, the Dialysis Healthcare
Analytics Dashboard in Tableau
provides a comprehensive and
intuitive platform for healthcare
providers to analyze and monitor
key KPIs in the dialysis care
sector.
• It facilitates data-driven decision-
making, optimization of care
delivery, improvement of
operational efficiency, and
ultimately, better patient
outcomes.
Power BI
Dashboard
Overview
• Overall, the Dialysis Healthcare
Analytics Dashboard in Power BI
provides healthcare providers with
a comprehensive view of key
metrics and trends in the dialysis
care sector.
• By leveraging the interactive
capabilities of Power BI,
stakeholders can make data-
driven decisions, optimize care
delivery, improve operational
efficiency, and enhance patient
outcomes.
CONCLUSION
• Survival summary has the highest patient count, indicating positive outcomes, while npcr summary has the lowest count.
• The count of profitable facilities decreasedfrom 2018 to 2020, signaling a concerning trend. DAVITA and Fresenius Medical Care have
a majority of profitable facilities.
• Approximately 88.75% of facilities generate profit, while non-profit facilities need analysis.
• The highest performance score was recorded in 1969, while the lowest was in 1971.
• Intermountain Healthcare and Memorial Hermann have high performance scores, while others need improvement.
• The number of dialysis stations increased until 2018 and then started declining, which is concerning.
• The survival category has a good patient count, while hospitalization has the highest count.
• Implementing cost containment strategies like operational efficiency improvements and optimized supply chain management can
reduce costs.
• Transitioning to value-based care models and leveraging technology and innovation can optimize healthcare delivery and potentially
reduce payments.
• Quality improvement initiatives, such as reducing readmissions and preventing medical errors, can lead to cost savings and better
payment rates.
Dialysis_Health_Care_Analytics[1]1.pptx

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Dialysis_Health_Care_Analytics[1]1.pptx

  • 2. GROUP MEMBERS Mr. Ahezam Ahamed Khan Mr. Mohd Sohailuddin Mr. VISWA REDDY. MANDIREDDY Mr. Dibyanshu Miss. Rashmi Rani Biswal Mr. Purushotham Abbili Mr. Shahabajahamad Mujawar Project Squad
  • 3. INTRODUCTION • Dialysis healthcare analytics involves the analysis of key performance indicators (KPIs) to gain insights and make data-driven decisions in the field of dialysis care. • It includes monitoring the number of patients across various summaries, comparing profit vs. non-profit statistics, assessing chain organizations based on total performance scores, analyzing dialysis station statistics, examining category text for expected outcomes, and tracking the average payment reduction rate. • By leveraging these analytics, healthcare providers can optimize care delivery, improve operational efficiency, enhance financial performance, and ultimately improve patient outcomes in the dialysis care sector.
  • 4. 1. NUMBER OF PATIENTS ACROSS VARIOUS SUMMARIES • Analyzing the number of patients across various summaries is a crucial KPI in dialysis healthcare analytics. • It involves tracking the patient population trends, such as the total number of patients, patient demographics, and specific patient summaries (e.g., by age, gender, or medical conditions). • This KPI provides insights into the demand for dialysis services, helps in capacity planning, and assists healthcare providers in delivering personalized care based on patient characteristics.
  • 5. 2. PROFIT VS. NON-PROFIT STATS • Comparing the financial performance of profit- driven and non-profit organizations is an important aspect of dialysis healthcare analytics. • This analysis involves examining key financial metrics, such as revenue, expenses, profit margins, and return on investment, to understand the economic landscape of the dialysis care sector. • It helps identify the differences in financial outcomes between profit and non-profit organizations and enables stakeholders to make informed decisions regarding resource allocation, cost management, and sustainability of care.
  • 6. 3. CHAIN ORGANIZATIONS W.R.T. TOTAL PERFORMANCE SCORE AS NO SCORE • Assessing chain organizations based on their total performance score, particularly those with no score, is a significant KPI in dialysis healthcare analytics. • The total performance score evaluates various quality measures, patient outcomes, and adherence to best practices. • By analyzing chain organizations in terms of their total performance score, healthcare providers can identify areas of improvement, benchmark against industry standards, and promote quality care delivery across different chains.
  • 7. 4. DIALYSIS STATIONS STATS • Monitoring dialysis stations' statistics is an essential KPI for dialysis healthcare analytics. • This involves tracking the number of dialysis stations, their utilization rates, availability, and efficiency of operations. • By analyzing these statistics, healthcare providers can optimize resource allocation, identify areas of underutilization or overcrowding, ensure equitable access to dialysis services, and improve overall operational efficiency in delivering care.
  • 8. 5. # OF CATEGORY TEXT - AS EXPECTED • Analyzing the # of category text, such as patient classifications or other relevant criteria, is an important KPI in dialysis healthcare analytics. • It involves categorizing patients based on specific criteria and examining their outcomes. • By comparing these outcomes with expectations, healthcare providers can assess the effectiveness of different treatment plans, identify patterns, and tailor care strategies to specific patient categories, ultimately improving the quality of care provided.
  • 9. 6. AVERAGE PAYMENT REDUCTION RATE • Monitoring the average payment reduction rate is a critical KPI in dialysis healthcare analytics. • It measures the rate at which payments for dialysis services are reduced, such as through reimbursement adjustments or contractual agreements. • By analyzing this KPI, healthcare providers can assess their financial performance, identify factors contributing to payment reductions, and develop strategies to mitigate the impact on revenue while maintaining high-quality care standards.
  • 10. Excel Dashboard Overview • By using an Excel dashboard, dialysis healthcare analytics can be visually presented in a user-friendly and interactive manner. • It facilitates effective data analysis, provides actionable insights, and empowers healthcare providers to make informed decisions to optimize dialysis care delivery and improve patient outcomes.
  • 11. Tableau Dashboard Overview • Overall, the Dialysis Healthcare Analytics Dashboard in Tableau provides a comprehensive and intuitive platform for healthcare providers to analyze and monitor key KPIs in the dialysis care sector. • It facilitates data-driven decision- making, optimization of care delivery, improvement of operational efficiency, and ultimately, better patient outcomes.
  • 12. Power BI Dashboard Overview • Overall, the Dialysis Healthcare Analytics Dashboard in Power BI provides healthcare providers with a comprehensive view of key metrics and trends in the dialysis care sector. • By leveraging the interactive capabilities of Power BI, stakeholders can make data- driven decisions, optimize care delivery, improve operational efficiency, and enhance patient outcomes.
  • 13. CONCLUSION • Survival summary has the highest patient count, indicating positive outcomes, while npcr summary has the lowest count. • The count of profitable facilities decreasedfrom 2018 to 2020, signaling a concerning trend. DAVITA and Fresenius Medical Care have a majority of profitable facilities. • Approximately 88.75% of facilities generate profit, while non-profit facilities need analysis. • The highest performance score was recorded in 1969, while the lowest was in 1971. • Intermountain Healthcare and Memorial Hermann have high performance scores, while others need improvement. • The number of dialysis stations increased until 2018 and then started declining, which is concerning. • The survival category has a good patient count, while hospitalization has the highest count. • Implementing cost containment strategies like operational efficiency improvements and optimized supply chain management can reduce costs. • Transitioning to value-based care models and leveraging technology and innovation can optimize healthcare delivery and potentially reduce payments. • Quality improvement initiatives, such as reducing readmissions and preventing medical errors, can lead to cost savings and better payment rates.