The US Healthcare System by Madhav Sitaraman
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Talk by Madhav Sitaraman, Co-Founder, Enlightiks at The Hive Big Data Think Tank Meetup - Healthcare 2.0 hosted at the EMC India.
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Us health care system final presentation.
Wendi Evans is pursuing a degree in health care administration. This presentation will provide an overview of the history and current state of the US healthcare system, including defining key terms, outlining milestones from 1900 to present, comparing the US system to Canada's, and discussing reforms and stakeholders. The summary will discuss the establishment of organized medicine in the US in the 1900s, the passage of Medicare and Medicaid in the 1960s, the implementation of the Affordable Care Act in 2010, and reforms aimed at improving quality and lowering costs.
US health care system overview 1
The document summarizes the major characteristics of the US healthcare delivery system. It notes that the US system has no central governing agency and little integration between parts of the system. It is technology-driven, focuses on acute care, and is high in costs but unequal in access, resulting in average health outcomes. The US relies more on private sector involvement compared to other developed countries where government plays a larger role.
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The document provides an overview of the complex U.S. healthcare system, including its decentralized market-based structure compared to other countries' centralized systems. It discusses key players like doctors, hospitals, insurers, and governments. It also covers major public programs like Medicare and Medicaid, as well as private insurance concepts like health plans, coding, and reimbursement structures including capitation and fee-for-service.
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The document discusses the different types of health insurance in the United States. The majority (49%) have private insurance through their employer, while 13% have Medicare, 18% have Medicaid, and 11% are uninsured. Medicare covers those over 65 and is run by the federal government, while Medicaid provides coverage for low-income families and is administered by each state. Private insurance through an employer is most common but may not cover all conditions, and individual plans are increasingly expensive, contributing to the number of uninsured.
Us Healthcare Industry
The document analyzes the healthcare industry in the U.S. and ways IT can help small businesses insure employees. It discusses four key factors impacting the industry: the Affordable Care Act, digital/IT infrastructure, advances in omics sciences, and the rising global middle class. The recommendations suggest that IT companies can create customized solutions to help small businesses comply with the ACA's insurance mandate for employees.
Introduction To Health Care in Usa
The document discusses the flow of patients through the US healthcare system. It begins with a patient scheduling an appointment with their doctor. During the appointment, the medical assistant collects vitals and health history from the patient. The doctor then examines the patient, orders any necessary tests, and prescribes medications if needed. Finally, the doctor's office bills the patient's insurance company for the services provided. The document provides additional context on electronic medical records, health insurance definitions, and the electronic prescription process.
Structure of us healthcare
The document discusses issues with the current US healthcare system and proposes solutions. It notes that the system incentivizes overuse of services due to fee-for-service payments. It also discusses collecting standardized data on procedures and prices to enable comparisons and drive costs down. The document proposes building an economic model and running scenarios to optimize strategic choices and improve quality and processes.
Us Health System Ppt
The document summarizes key aspects of the U.S. healthcare system, including how it is funded, how providers are paid, factors driving rising costs, and challenges around sustainability. It addresses these topics through discussing Medicare/Medicaid payment models, employer-sponsored insurance, measures of quality, and factors influencing costs such as administrative overhead and intensity of services provided. The document uses questions to test the reader's understanding of important healthcare concepts like DRGs, preferred provider organizations, and drivers of "good" practice patterns.
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Us health care system final presentation.
Wendi Evans is pursuing a degree in health care administration. This presentation will provide an overview of the history and current state of the US healthcare system, including defining key terms, outlining milestones from 1900 to present, comparing the US system to Canada's, and discussing reforms and stakeholders. The summary will discuss the establishment of organized medicine in the US in the 1900s, the passage of Medicare and Medicaid in the 1960s, the implementation of the Affordable Care Act in 2010, and reforms aimed at improving quality and lowering costs.
US health care system overview 1
The document summarizes the major characteristics of the US healthcare delivery system. It notes that the US system has no central governing agency and little integration between parts of the system. It is technology-driven, focuses on acute care, and is high in costs but unequal in access, resulting in average health outcomes. The US relies more on private sector involvement compared to other developed countries where government plays a larger role.
Us Healthcare Presentation
The document provides an overview of the complex U.S. healthcare system, including its decentralized market-based structure compared to other countries' centralized systems. It discusses key players like doctors, hospitals, insurers, and governments. It also covers major public programs like Medicare and Medicaid, as well as private insurance concepts like health plans, coding, and reimbursement structures including capitation and fee-for-service.
Health system in USA
The document discusses the different types of health insurance in the United States. The majority (49%) have private insurance through their employer, while 13% have Medicare, 18% have Medicaid, and 11% are uninsured. Medicare covers those over 65 and is run by the federal government, while Medicaid provides coverage for low-income families and is administered by each state. Private insurance through an employer is most common but may not cover all conditions, and individual plans are increasingly expensive, contributing to the number of uninsured.
Us Healthcare Industry
The document analyzes the healthcare industry in the U.S. and ways IT can help small businesses insure employees. It discusses four key factors impacting the industry: the Affordable Care Act, digital/IT infrastructure, advances in omics sciences, and the rising global middle class. The recommendations suggest that IT companies can create customized solutions to help small businesses comply with the ACA's insurance mandate for employees.
Introduction To Health Care in Usa
The document discusses the flow of patients through the US healthcare system. It begins with a patient scheduling an appointment with their doctor. During the appointment, the medical assistant collects vitals and health history from the patient. The doctor then examines the patient, orders any necessary tests, and prescribes medications if needed. Finally, the doctor's office bills the patient's insurance company for the services provided. The document provides additional context on electronic medical records, health insurance definitions, and the electronic prescription process.
Structure of us healthcare
The document discusses issues with the current US healthcare system and proposes solutions. It notes that the system incentivizes overuse of services due to fee-for-service payments. It also discusses collecting standardized data on procedures and prices to enable comparisons and drive costs down. The document proposes building an economic model and running scenarios to optimize strategic choices and improve quality and processes.
Us Health System Ppt
The document summarizes key aspects of the U.S. healthcare system, including how it is funded, how providers are paid, factors driving rising costs, and challenges around sustainability. It addresses these topics through discussing Medicare/Medicaid payment models, employer-sponsored insurance, measures of quality, and factors influencing costs such as administrative overhead and intensity of services provided. The document uses questions to test the reader's understanding of important healthcare concepts like DRGs, preferred provider organizations, and drivers of "good" practice patterns.
The American Healthcare System a Brief Overview
The American healthcare system consists of four main players: patients who receive medical treatment, providers like doctors and nurses who deliver treatment, payers such as private insurance companies and government programs that reimburse for treatment, and public health organizations that monitor and promote population health. Understanding these four players can help simplify the extremely complex and ever-changing U.S. healthcare system.
U.S. Healthcare
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The document provides a historical overview of the U.S. healthcare system from preindustrial times to the present. It describes how healthcare progressed from a domestic practice with untrained physicians to the modern medical profession. Key developments included the establishment of medical schools and licensing, the rise of hospitals and health insurance, and the creation of Medicare and Medicaid to expand coverage. The U.S. system remains primarily private but with significant government financing and regulation.
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The document discusses the impacts of the Affordable Care Act (ACA) on the U.S. healthcare system. It finds that the ACA has significantly expanded health insurance coverage, increased funding for Medicaid and Medicare, and improved access to services. Specifically, it led to more jobs in nursing, longer solvency for Medicare, and millions more being covered by Medicaid. The ACA aims to provide universal and affordable coverage through reforms such as subsidies, mandates, and protections for pre-existing conditions.
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Canada has a publicly funded healthcare system that provides universal access to medically necessary services. The system is administered by provinces and territories, with funding and guidelines provided by the federal government. Services covered include hospital care, physician services, and necessary medical services. Healthcare is delivered through both public and private systems, with about 72% of expenditures coming from public funds and the remainder from private insurance and payments. The system continues to evolve to improve quality of care and ensure sustainability.
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The US health system is complex, relying on government, private markets, and charities. It consists of private health insurance, government programs like Medicare and Medicaid, and a public health system. Major components include private physicians and hospitals, as well as health maintenance organizations. The system faces rising costs and led to the 2010 Affordable Care Act which expanded insurance coverage.
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This document provides an overview of the U.S. healthcare system. It discusses key players like providers, insurers, and patients. It notes that healthcare is a trillion dollar industry, comprising hospitals, medical practices, and insurance companies. The document also outlines government programs like Medicare and Medicaid, different types of health insurance plans, and managed care organizations. Finally, it summarizes some electronic transactions used in healthcare like claims submission and response.
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US healthcare insurance can be public (e.g. Medicare, Medicaid) or private (employer or self-purchased plans). Medicare has parts A, B, C, and D that cover different services like hospitals (Part A) and prescription drugs (Part D). Plans may require premiums, deductibles, co-payments, or co-insurance. They often have limits and do not cover all costs. Private insurers provide additional plans like PPOs, HMOs, or Medicare Advantage plans combining Part A, B, and D benefits. SCHIP provides coverage for children from families that do not qualify for Medicaid.
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During the webinar, attendees will be presented with:
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US Health System
The document discusses healthcare in the United States. It covers several topics related to US healthcare, including what makes the US system different compared to other developed countries, what health insurance looks like in the US, costs associated with diabetes, and who pays for healthcare. The US system is unique in that it does not have universal healthcare coverage and relies more heavily on private insurance compared to other countries which have nationalized systems. Healthcare costs, especially for conditions like diabetes, place a large financial burden on individuals and the system.
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This presentation was given on May 20, 2011, as an overview of healthcare in Canada to a group of American Congressional Fellows on Parliament Hill. The Fellows were in Canada on an official visit, sponsored by the Department of Foreign Affairs and International Trade Canada (DFAIT), as part of an exchange with the Parliamentary Internship Programme. The group included 20 mid- to senior career professionals from various departments in the American and some foreign Governments, professors from American universities and journalists. They also include a number of Robert Wood Johnson Foundation Fellows, who are all medical professionals.
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The History of Healthcare in the U.S.
The history of healthcare in the US shows rising costs over time and various attempts at reform. Early 1900s saw the rise of paid hospital care and surgery becoming common. The 1910s saw the beginnings of the health insurance movement despite opposition. In the 1930s, the Depression halted healthcare reforms despite Roosevelt's calls for reform. The 1940s saw the rise of employer provided health benefits and antibiotics. The 1960s saw Medicare and Medicaid passed under Johnson. Attempts at national healthcare failed under Nixon in the 1970s. By the 1990s, over 44 million Americans lacked health insurance, leading to the passage of Obamacare in 2010 in an effort to address rising costs and the uninsured.
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Patient Protection and Affordable Care Act
The document summarizes the key aspects of the Affordable Care Act (also known as Obamacare), including that it was presented by President Obama in 2010, upheld by the Supreme Court in 2012, and signed into law in 2010. It outlines some of the pros, such as expanding access to health insurance and protecting people from losing coverage, and some of the cons, such as increased taxes and the government having more control over healthcare. It also describes the individual mandate requiring people to have health insurance or pay a penalty.
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The document compares public and private health care systems around the world. It provides details on systems in countries like the UK, Mexico, Germany, Canada and the US. Public health care in Canada began in 1946 when Saskatchewan introduced free health care. Key acts in 1966 and 1984 further established Canada's national Medicare system. While Canada spends less per capita on health care than the US, it ranks higher in terms of quality and life expectancy.
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This document compares the healthcare systems of the United States and Canada. It notes that Canada has a single-payer, publicly-funded system while the US has a multi-payer, privately-funded system. Canada spends less on healthcare as a percentage of GDP than the US but performs better on health outcomes. Canadians pay for healthcare through taxes, and while it is often called "free", it comes at a high price through taxes and can involve long wait times. The document provides details on spending, coverage, and public support in both countries.
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Canada has a universal healthcare system that is publicly funded and administered at the provincial level. It aims to provide comprehensive coverage to all Canadian citizens and permanent residents. However, there are some issues with long wait times to see specialists or receive elective surgeries. The UK has a similar universal healthcare system called the National Health Service, while the US relies more heavily on private insurance with high costs for many Americans. Myanmar's healthcare system has gaps between providers and patients due to limited resources.
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The document discusses rising health care costs in the United States from 1969 to 2004, factors contributing to increased costs such as an aging population and technology, and responses to rising costs including managed care and malpractice reform. It also covers health care financing through programs like Medicare, Medicaid and private insurance, as well as the growing number of uninsured Americans.
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The American healthcare system consists of four main players: patients who receive medical treatment, providers like doctors and nurses who deliver treatment, payers such as private insurance companies and government programs that reimburse for treatment, and public health organizations that monitor and promote population health. Understanding these four players can help simplify the extremely complex and ever-changing U.S. healthcare system.
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The document provides a historical overview of the U.S. healthcare system from preindustrial times to the present. It describes how healthcare progressed from a domestic practice with untrained physicians to the modern medical profession. Key developments included the establishment of medical schools and licensing, the rise of hospitals and health insurance, and the creation of Medicare and Medicaid to expand coverage. The U.S. system remains primarily private but with significant government financing and regulation.
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The document discusses the impacts of the Affordable Care Act (ACA) on the U.S. healthcare system. It finds that the ACA has significantly expanded health insurance coverage, increased funding for Medicaid and Medicare, and improved access to services. Specifically, it led to more jobs in nursing, longer solvency for Medicare, and millions more being covered by Medicaid. The ACA aims to provide universal and affordable coverage through reforms such as subsidies, mandates, and protections for pre-existing conditions.
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Canada has a publicly funded healthcare system that provides universal access to medically necessary services. The system is administered by provinces and territories, with funding and guidelines provided by the federal government. Services covered include hospital care, physician services, and necessary medical services. Healthcare is delivered through both public and private systems, with about 72% of expenditures coming from public funds and the remainder from private insurance and payments. The system continues to evolve to improve quality of care and ensure sustainability.
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The US health system is complex, relying on government, private markets, and charities. It consists of private health insurance, government programs like Medicare and Medicaid, and a public health system. Major components include private physicians and hospitals, as well as health maintenance organizations. The system faces rising costs and led to the 2010 Affordable Care Act which expanded insurance coverage.
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This document provides an overview of the U.S. healthcare system. It discusses key players like providers, insurers, and patients. It notes that healthcare is a trillion dollar industry, comprising hospitals, medical practices, and insurance companies. The document also outlines government programs like Medicare and Medicaid, different types of health insurance plans, and managed care organizations. Finally, it summarizes some electronic transactions used in healthcare like claims submission and response.
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US healthcare insurance can be public (e.g. Medicare, Medicaid) or private (employer or self-purchased plans). Medicare has parts A, B, C, and D that cover different services like hospitals (Part A) and prescription drugs (Part D). Plans may require premiums, deductibles, co-payments, or co-insurance. They often have limits and do not cover all costs. Private insurers provide additional plans like PPOs, HMOs, or Medicare Advantage plans combining Part A, B, and D benefits. SCHIP provides coverage for children from families that do not qualify for Medicaid.
Healthcare in Canada - Who Does What?
During the webinar, attendees will be presented with:
- An overview of the basic roles and responsibilities of federal and provincial governments within our healthcare system
- A review of the key players and structures operating within the system
- The differences between engaging politicians and bureaucrats when advocating within the healthcare system. Each has important and different roles to play.
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The document discusses healthcare in the United States. It covers several topics related to US healthcare, including what makes the US system different compared to other developed countries, what health insurance looks like in the US, costs associated with diabetes, and who pays for healthcare. The US system is unique in that it does not have universal healthcare coverage and relies more heavily on private insurance compared to other countries which have nationalized systems. Healthcare costs, especially for conditions like diabetes, place a large financial burden on individuals and the system.
The Canadian healthcare system: May 20, 2011
This presentation was given on May 20, 2011, as an overview of healthcare in Canada to a group of American Congressional Fellows on Parliament Hill. The Fellows were in Canada on an official visit, sponsored by the Department of Foreign Affairs and International Trade Canada (DFAIT), as part of an exchange with the Parliamentary Internship Programme. The group included 20 mid- to senior career professionals from various departments in the American and some foreign Governments, professors from American universities and journalists. They also include a number of Robert Wood Johnson Foundation Fellows, who are all medical professionals.
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The History of Healthcare in the U.S.
The history of healthcare in the US shows rising costs over time and various attempts at reform. Early 1900s saw the rise of paid hospital care and surgery becoming common. The 1910s saw the beginnings of the health insurance movement despite opposition. In the 1930s, the Depression halted healthcare reforms despite Roosevelt's calls for reform. The 1940s saw the rise of employer provided health benefits and antibiotics. The 1960s saw Medicare and Medicaid passed under Johnson. Attempts at national healthcare failed under Nixon in the 1970s. By the 1990s, over 44 million Americans lacked health insurance, leading to the passage of Obamacare in 2010 in an effort to address rising costs and the uninsured.
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The document summarizes the current state of universal health insurance in the United States. It discusses the fragmented nature of today's health care system and statistics on the uninsured. Research studies show that a universal single-payer system could cover all Americans for less money by reducing administrative costs. The document also briefly reviews universal health care systems in other countries like the UK, Germany, Japan, and Canada. It concludes by suggesting a universal system may be more achievable in the US than commonly believed.
Patient Protection and Affordable Care Act
The document summarizes the key aspects of the Affordable Care Act (also known as Obamacare), including that it was presented by President Obama in 2010, upheld by the Supreme Court in 2012, and signed into law in 2010. It outlines some of the pros, such as expanding access to health insurance and protecting people from losing coverage, and some of the cons, such as increased taxes and the government having more control over healthcare. It also describes the individual mandate requiring people to have health insurance or pay a penalty.
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The document compares public and private health care systems around the world. It provides details on systems in countries like the UK, Mexico, Germany, Canada and the US. Public health care in Canada began in 1946 when Saskatchewan introduced free health care. Key acts in 1966 and 1984 further established Canada's national Medicare system. While Canada spends less per capita on health care than the US, it ranks higher in terms of quality and life expectancy.
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This document compares the healthcare systems of the United States and Canada. It notes that Canada has a single-payer, publicly-funded system while the US has a multi-payer, privately-funded system. Canada spends less on healthcare as a percentage of GDP than the US but performs better on health outcomes. Canadians pay for healthcare through taxes, and while it is often called "free", it comes at a high price through taxes and can involve long wait times. The document provides details on spending, coverage, and public support in both countries.
Canadian Healthcare System
Canada has a universal healthcare system that is publicly funded and administered at the provincial level. It aims to provide comprehensive coverage to all Canadian citizens and permanent residents. However, there are some issues with long wait times to see specialists or receive elective surgeries. The UK has a similar universal healthcare system called the National Health Service, while the US relies more heavily on private insurance with high costs for many Americans. Myanmar's healthcare system has gaps between providers and patients due to limited resources.
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Amr Awadallah's slides from his talk at TIBCO in collaboration with The Hive Think Tank on May 11th, 2017.
AI in Software for Augmenting Intelligence Across the Enterprise
Slides from Michael O'Connell, Chief Analytics Officer
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1) Predictive analytics in healthcare often provides risk scores and predictions but lacks actionable insights on how to prevent outcomes.
2) The right methodology is needed to transform raw data like claims, prescriptions and medical records into meaningful predictions using machine learning algorithms.
3) Accurate predictions require measuring precision down to the individual level while accounting for both patient and provider factors that influence health outcomes.
"The Future of Manufacturing" by Sujeet Chand, SVP&CTO, Rockwell Automation
This talk was part of The Hive Annual Summit 2017.
You can watch Chand’s talk on a YouTube HiveMumble channel.
Social Impact & Ethics of AI by Steve Omohundro
This talk was part of The Hive Annual Summit 2017 on "AI & the Future of Business”.
You can watch Omohundro’s talk on YouTube HiveMumble channel.
The Hive Think Tank: AI in The Enterprise by Venkat Srinivasan
This The Hive Think Tank talk by Venkat Srinivasan, CEO of RAGE Frameworks, focuses on successful applications of AI in the Enterprise. We start with a broad and more inclusive definition of AI in the context of enterprise business processes.
We introduce a taxonomy of AI solution methods that broaden the focus beyond a narrow focus on deep learning based on neural nets. In line with the taxonomy, we present several successful AI applications in use today at major corporations across industries including financial services, manufacturing/retail, professional services, logistics. These applications range from commercial lending, contract review, customer service intelligence, market and competitive intelligence, signals for capital markets, regulatory compliance and others.
The Hive Think Tank: Machine Learning Applications in Genomics by Prof. Jian ...
In this The Hive Think Tank talk, Professor Jian Ma introduces machine learning methods that can be used to help tackle some of the most intriguing questions in genomics and biomedicine. He discusses the research projects in his group to study genome structure and function, including algorithms to unravel complex genomic aberrations in cancer genomes and gene regulatory principles encoded in our genome, by utilizing
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The Hive Think Tank: The Future Of Customer Support - AI Driven Automation
The Hive Think Tank Panel Discussion moderated by Kate Leggett (Forrester) with panelists: Allan Leinwand (ServiceNow), Nitin Narkhede (Wipro), Jason Smale (Zendesk), Dan Turchin (Neva). The future of customer support is AI-driven virtual agents. Soon, we’ll interact conversationally with bots that know who we are, how we’re impacted, and what we need. Soon, the capabilities of virtual agents will far exceed those of today’s best human agents. We’ll receive support that is more reliable than friends, more accurate than social media, and less frustrating than waiting on hold.
The Hive Think Tank: Talk by Mohandas Pai - India at 2030, How Tech Entrepren...
This document discusses how India can become a $10 trillion economy by 2030 through technology entrepreneurship and the growth of its startup ecosystem. It notes that India currently has the 3rd largest startup ecosystem in the world with 19,400 startups. If the ecosystem continues growing at 270% over 6 years, it could create $500 billion in market value and employ over 3.5 million people by 2030. This growth will be accelerated by initiatives like Digital India that are building digital infrastructure and opening government data through APIs, fueling innovation and problem solving across sectors to help propel India to its economic goals.
The Hive Think Tank: The Content Trap - Strategist's Guide to Digital Change
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Deep Visual Understanding from Deep Learning by Prof. Jitendra Malik
In this The Hive Think Tank talk, Prof. Jitendra Malik talks about Artificial Intelligence (AI) and Computer Vision, past, present and future.
The Hive Think Tank: Heron at Twitter
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The Hive Think Tank: Unpacking AI for Healthcare
In this The Hive Think Tank talk, Ash Damle, CEO of Lumiata takes a deep dive into Lumiata’s core technological engine - the Lumiata Medical Graph, which applies graph-based machine learning to compute the complex relationships between health data in the same way that a physician would, and how this medical AI engine powers personalization and automation within risk and care management.
The Hive Think Tank: Translating IoT into Innovation at Every Level by Prith ...
In this presentation Prith Banerjee discusses how a sustainable future must become radically more efficient with the way we use energy. He shared how the Internet of Things (IoT) and the convergence of Operational Technology (OT) and Information Technology (IT) are enabling Schneider Electric's innovation at every level, redefining power and automation for a new world of energy which is more electric, decarbonized, decentralized and digitized. Prith shared how, in this new world of energy, Schneider ensures that Life Is On everywhere, for everyone and at every moment. He also shared a set of IoT predictions for the future, based on findings of the company’s recent IoT Survey of 2,500 top business executives.
The Hive Think Tank - The Microsoft Big Data Stack by Raghu Ramakrishnan, CTO...
Until recently, data was gathered for well-defined objectives such as auditing, forensics, reporting and line-of-business operations; now, exploratory and predictive analysis is becoming ubiquitous, and the default increasingly is to capture and store any and all data, in anticipation of potential future strategic value. These differences in data heterogeneity, scale and usage are leading to a new generation of data management and analytic systems, where the emphasis is on supporting a wide range of very large datasets that are stored uniformly and analyzed seamlessly using whatever techniques are most appropriate, including traditional tools like SQL and BI and newer tools, e.g., for machine learning and stream analytics. These new systems are necessarily based on scale-out architectures for both storage and computation.
Hadoop has become a key building block in the new generation of scale-out systems. On the storage side, HDFS has provided a cost-effective and scalable substrate for storing large heterogeneous datasets. However, as key customer and systems touch points are instrumented to log data, and Internet of Things applications become common, data in the enterprise is growing at a staggering pace, and the need to leverage different storage tiers (ranging from tape to main memory) is posing new challenges, leading to caching technologies, such as Spark. On the analytics side, the emergence of resource managers such as YARN has opened the door for analytics tools to bypass the Map-Reduce layer and directly exploit shared system resources while computing close to data copies. This trend is especially significant for iterative computations such as graph analytics and machine learning, for which Map-Reduce is widely recognized to be a poor fit.
While Hadoop is widely recognized and used externally, Microsoft has long been at the forefront of Big Data analytics, with Cosmos and Scope supporting all internal customers. These internal services are a key part of our strategy going forward, and are enabling new state of the art external-facing services such as Azure Data Lake and more. I will examine these trends, and ground the talk by discussing the Microsoft Big Data stack.
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Global Situational Awareness of A.I. and where its headed
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
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STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
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留信网认证的作用:
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2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
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8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
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2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
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【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
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本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
一比一原版(Unimelb毕业证书)墨尔本大学毕业证如何办理
原版制作【微信:41543339】【(Unimelb毕业证书)墨尔本大学毕业证】【微信:41543339】《成绩单、外壳、雅思、offer、留信学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同进口机器一比一制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
End-to-end pipeline agility - Berlin Buzzwords 2024
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
This webinar will explore cutting-edge, less familiar but powerful experimentation methodologies which address well-known limitations of standard A/B Testing. Designed for data and product leaders, this session aims to inspire the embrace of innovative approaches and provide insights into the frontiers of experimentation!
The Ipsos - AI - Monitor 2024 Report.pdf
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
Open Source Contributions to Postgres: The Basics POSETTE 2024
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
一比一原版(UO毕业证)渥太华大学毕业证如何办理
UO毕业证录取书【微信95270640】购买（渥太华大学毕业证成绩单硕士学历）Q微信95270640代办UO学历认证留信网伪造渥太华大学学位证书精仿渥太华大学本科/硕士文凭证书补办渥太华大学 diplomaoffer,Transcript购买渥太华大学毕业证成绩单购买UO假毕业证学位证书购买伪造渥太华大学文凭证书学位证书,专业办理雅思、托福成绩单，学生ID卡，在读证明，海外各大学offer录取通知书，毕业证书，成绩单，文凭等材料:1:1完美还原毕业证、offer录取通知书、学生卡等各种在读或毕业材料的防伪工艺（包括 烫金、烫银、钢印、底纹、凹凸版、水印、防伪光标、热敏防伪、文字图案浮雕，激光镭射，紫外荧光，温感光标）学校原版上有的工艺我们一样不会少，不论是老版本还是最新版本，都能保证最高程度还原，力争完美以求让所有同学都能享受到完美的品质服务。
文凭办理流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：微信95270640我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。
7完成交易删除客户资料
高精端提供以下服务：
一：渥太华大学渥太华大学毕业证文凭证书全套材料从防伪到印刷水印底纹到钢印烫金
二：真实使馆认证（留学人员回国证明）使馆存档
三：真实教育部认证教育部存档教育部留服网站可查
四：留信认证留学生信息网站可查
五：与学校颁发的相关证件1:1纸质尺寸制定（定期向各大院校毕业生购买最新版本毕,业证成绩单保证您拿到的是鲁昂大学内部最新版本毕业证成绩单微信95270640）
A.为什么留学生需要操作留信认证?
留信认证全称全国留学生信息服务网认证,隶属于北京中科院。①留信认证门槛条件更低,费用更美丽,并且包过,完单周期短,效率高②留信认证虽然不能去国企,但是一般的公司都没有问题,因为国内很多公司连基本的留学生学历认证都不了解。这对于留学生来说,这就比自己光拿一个证书更有说服力,因为留学学历可以在留信网站上进行查询!
B.为什么我们提供的毕业证成绩单具有使用价值？
查询留服认证是国内鉴别留学生海外学历的唯一途径但认证只是个体行为不是所有留学生都操作所以没有办理认证的留学生的学历在国内也是查询不到的他们也仅仅只有一张文凭。所以这时候我们提供的和学校颁发的一模一样的毕业证成绩单就有了使用价值。只硕大的蛇皮袋手里拎着长铁钩正站在门口朝黑色的屋内张望不好坏人小偷山娃一怔却也灵机一动立马仰起头双手拢在嘴边朝楼上大喊：“爸爸爸——有人找——那人一听朝山娃尴尬地笑笑悻悻地走了山娃立马“嘭的一声将铁门锁死心却咚咚地乱跳当山娃跟父亲说起这事时父亲很吃惊抚摸着山娃的头说还好醒得及时要不家早被人掏空了到时连电视也没得看啰不过父亲还是夸山娃能临危不乱随机应变有胆有谋山娃笑笑说那都是书上学的看童话和小说时多
Population Growth in Bataan: The effects of population growth around rural pl...
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一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
毕业原版【微信:176555708】【(UCSB毕业证书)圣芭芭拉分校毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
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- 3. US Healthcare 7% 17.2 % 1970 2012 Share of wallet Value Good Health Gross Domestic Product (GDP)
- 4. US Healthcare spending Americans Payer Providers Patients Fee for Service Hospital Care $ 882.3 Billion Physician & Clinical $ 565.0 Billion Professional Service $ 76.4 Billion Dental $ 110.9 Billion Personal Care $ 138.2 Billion Home Health Care $ 77.8 Billion Nursing Facilities $ 151.5 Billion Prescription Drugs $ 263.3 Billion Medical Equipment $ 95.0 Billion
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