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Analyzing the Center of Medicare and Medicaid Services (CMS) across various states for Staffs, Aides and availability of different supplies for preventing infection
Introduction
Introduction
The data for the Covid-19 nursing home's long term module is reported by the CDC. The goal of this dataset is to keep track of all occurrences involving care and supplies at the institutions. The CMS is now obligated to disclose the immunization status of both residents and employees.
The information we're looking for is largely for the years 2020 to 2022, and it's all about vaccination status, different personnel shortages, and facility supply availability. Using this information, we want to assess the state's staffing and facility supply shortages.
The resource deficiency optimization techniques include CONVENTIONAL - used to prevent and manage infection, CONTINGENCY - used when a supply shortage is expected, and CRISIS - used when supplies cannot fulfil facility demands.
State Level analysis of Staffs and Aides availability
State Level analysis of Staffs and Aides availability
Shortage of Nursing Staffs
Shortage of Nursing Staffs
This visualization depicts the change in the shortage of Nursing staff across all the states of the US from May 2020 to March 2022. We can see that Oklahoma has had one of the highest shortages of Nursing staff for both years. This shortage decreases for North Dakota from 2020 to 2022.
Shortage of Clinical Staffs
Shortage of Clinical Staffs
This Visualization depicts the change in the shortage of Clinical Staff across all the states of the US from May 2020 to March 2022. We can see that California has the highest shortages of clinical staff for both years.
Shortage of Aides
Shortage of Aides
This Visualization depicts the change in the shortage of Aides across all the states of the US from May 2020 to March 2022. We can see that Maine and Minnesota have the highest shortages of Aides for both years.
Shortage of Other Staff
Shortage of Other Staff
This visualization depicts the change in Other staff shortages across all states in the United States from May 2020 to March 2022. We can observe that North Dakota has one of the most severe shortages of other personnel. Maine, too, faced a severe shortage from 2020 to 2021, although it steadily improved until March 2022.
The purpose of these Choropleth maps is to show the shortages in Nursing staff, Clinical staff, Aides and Other staff. We can see that Massachusetts has fared well and hasn't experienced a lot of shortage in the mentioned categories.
State Level analysis of supplies availability
State Level analysis of supplies availability
Comparison of 7 days availability of supplies by supply type across states
Comparison of 7 days availability of supplies by supply type across states
Over the course of 3 years we see how each state performs by the number of times there was a supply shortage in the next 7 days.
Eye Protection comparison based on its implemented strategy across state
Eye Protection comparison based on its implemented strategy across state
Eye Protection no longer available in 7 days
Eye Protection no longer available in 7 days
To avoid the spread of Covid-19, eye protection or face shields are utilized. According to the statistics, Illinois leads in the most typical technique used, followed by Missouri, which is around one-fifth the size of Illinois, with Illinois having over 3000 incidents of 7 days no availability reached while other states have less than 500 and DC, Connecticut, Hawaii, Maine, New Mexico and Oregon have 0 availability issues.
Eye Protection Strategy for Optimization
Eye Protection Strategy for Optimization
Based on a map of numerous United States states. This map represents the filtered data in four quarters for the years 2021 and 2022. The states of Ohio, Florida, Illinois, and New York, according to this map, should arrange ahead of time for eye-protective equipment to prevent infection. In these states, the color red represents the number of requirements.
Based on a map of several states in the United States. This map depicts the filtered data for the years 2021 and 2022 in four quarters. According to this map, the states of Ohio, Florida, Illinois, and Michigan are undertaking efforts to prevent infection through the use of eye protective equipment. These states are colored red and grey to indicate the quantity required.
Map based on various states across US. This map shows the filtered data in four quarters for the years 2021 and 2022. As per this map, for the states Ohio, and California are implementing back up strategies for the Eye protection equipment since supplies are not able to meet the facilities needs. These states are colored in red indicating the amount of requirement.
Face Masks comparison based on its implemented strategy across state
Face Masks comparison based on its implemented strategy across state
Face Masks No Longer Available in 7 Days
Face Masks No Longer Available in 7 Days
Face masks have seen the largest use of all Covid-19 preventive products, both inside and out. It has proven to be a successful approach for preventing Covid-19 transmission. According to the statistics, Illinois leads in the most typical technique used, followed by Missouri, which is around one-fifth the size of Illinois, with Illinois having over 3000 incidents of 7 days no availability reached while other states have less than 500.
Face Masks Strategy for Optimization
Face Masks Strategy for Optimization
Based on a map of numerous United States states. This map represents the filtered data in four quarters for the years 2021 and 2022. The states of Ohio, Florida, Illinois, New York, Indiana, and Missouri according to this map, should arrange ahead of time for surgical masks to prevent infection. In these states, the color red and orange represents the number of requirements respectively.
Based on a map of several states in the United States. This map depicts the filtered data for the years 2021 and 2022 in four quarters. According to this map, the states of Ohio, Florida, Illinois, Kentucky, North Carolina, Michigan, Iowa, and Minnesota are undertaking efforts to prevent infection through the use of Surgical Masks equipment. These states are colored red, grey, and lighter shades of green to indicate the quantity required.
Map based on various states across US. This map shows the filtered data in four quarters for the years 2021 and 2022. As per this map, for the states Ohio, Michigan, California, and Florida are implementing back up strategies for the Surgical masks equipment since supplies are not able to meet the facilities needs. These states are colored in red, and shades of green indicating the amount of requirement.
Gloves comparison based on its implemented strategy across state
Gloves comparison based on its implemented strategy across state
Gloves No Longer Available in 7 Days
Gloves No Longer Available in 7 Days
Gloves are a preventive method to stop the transmission of Covid-19 from had to hand or hand to object transmission. We can observe a similar relationship of supply availability of masks, hand rub and gloves. Most of the states as we can see over the three years have very few need for crisis strategies to be implemented with some states namely Maine, Alaska, DC, Hawaii and New Mexico having 0 cases of any 7 day availability problems.
Gloves Strategy for Optimization
Gloves Strategy for Optimization
Based on a map of numerous United States states. This map represents the filtered data in four quarters for the years 2021 and 2022. The states of Ohio, Florida, Illinois, New York, Indiana, and Missouri according to this map, should arrange ahead of time for gloves to prevent infection. In these states, the color red and orange represents the number of requirements respectively.
Based on a map of several states in the United States. This map depicts the filtered data for the years 2021 and 2022 in four quarters. According to this map, the states of Ohio, Florida, Illinois, Missouri, Kentucky, and Michigan are undertaking efforts to prevent infection through the use of gloves equipment. These states are colored red, grey, and shades of green to indicate the quantity required.
Map based on various states across US. This map shows the filtered data in four quarters for the years 2021 and 2022. As per this map, for the states Ohio, California, and Florida are implementing back up strategies for the gloves equipment since supplies are not able to meet the facilities needs. These states are colored in red and shades of green indicating the amount of requirement.
N95 respirator comparison based on its Implemented Strategy and Optimization across States
N95 respirator comparison based on its Implemented Strategy and Optimization across States
N95 Respirator No Longer Available in 7 Days
N95 Respirator No Longer Available in 7 Days
N95 respirators are more effective face masks that provide better protection from Covid-19. It is much more popular for nursing house staff. Connecticut, Alaska, Hawaii, Oregon and New Mexico stood out as having no N95 after 7 days flag while Illinois was still leading in the number of 7 day period flags where N95 would not be available.
N95 Respirator Strategy for Optimization
N95 Respirator Strategy for Optimization
Based on a map of numerous United States states. This map represents the filtered data in four quarters for the years 2021 and 2022. The states of Ohio, Florida, Illinois, New York, Indiana, and Missouri according to this map, should arrange ahead of time for N-95 masks to prevent infection. In these states, the color red and orange represents the number of requirements respectively.
Based on a map of several states in the United States. This map depicts the filtered data for the years 2021 and 2022 in four quarters. According to this map, the states of Ohio, Florida, Illinois, and Michigan are undertaking efforts to prevent infection through the use of N-95 masks equipment. These states are colored red, grey, and shades of green to indicate the quantity required.
Map based on various states across US. This map shows the filtered data in four quarters for the years 2021 and 2022. As per this map, for the states Ohio, Kentucky, Michigan, Missouri, Minnesota, and Louisiana are implementing back up strategies for the N-95 masks equipment since supplies are not able to meet the facilities needs. These states are colored in red and shades of red indicating the amount of requirement.
Alcohol-Based Hand Rub comparison based on its 7 day and current availability strategy across state
Alcohol-Based Hand Rub comparison based on its 7 day and current availability strategy across state
Alcohol-Based Hand Rub (ABHR) No Longer Available in 7 Days
Alcohol-Based Hand Rub (ABHR) No Longer Available in 7 Days
Alcohol-Based Hand Rub helps prevent and control Covid-19 by disinfecting hands after it has been in contact with any other object. Alcohol-Based Hand Rub availability against the comparison with its availability reaching none in the next 7 days can be seen in the visualization. We can observe only for a smaller period has any State had the availability for its alcohol been a problem. But Illinois was having most problems with reaching 7 day low availability.
Alcohol-Based Hand Rub (ABHR) Available
Alcohol-Based Hand Rub (ABHR) Available
Based on a map of numerous United States states. This map represents the filtered data in four quarters for the years 2021 and 2022. The states of Ohio, Florida, Illinois, New York, Indiana, and Missouri according to this map, should arrange ahead of time for Hand Sanitizers to prevent infection. In these states, the color red and orange represents the number of requirements respectively.
Supplies comparison based on its supply type across state
Supplies comparison based on its supply type across state
As we can see from the study of each supply and its overall visualization, Illinois has experienced the largest number of 7-day availability difficulties, when all supplies are no longer available. Except for Illinois, most states experience lesser variations in supply availability. There is also a link between distinct suppliers for each state. We can see that the quantity of masks available, hand massages, face masks, gloves, and N95 respirators all have similar availability for each state, implying that when one supply is reduced, other supplies are similarly decreased. The leading states in low availability in supplies was Illinois with other states having minimal issues.
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