Between 1968 and 2023, there had been over six million housing unit completions more than new households formed in the United States. That means that throughout that period the number of homes and apartments completed increased at a faster pace than the number of households, indicating no deficit. However, if only completions of single-family homes were considered, there was a housing deficit. From 1969 to 2023, there were roughly 16 million less single-family homes completed than new households were formed. Those figures do not include the number of housing units demolished, and therefore do not reflect the exact housing shortage, as some of those homes completed might not exist anymore due to demolitions or natural disasters.

As of March 15, 2020, 81 percent of respondents in the United States stated that they expected any food and supply shortages at local grocery stores during the coronavirus pandemic to be caused by people stockpiling goods as opposed to supply and distribution disruptions.
For further information about the coronavirus (COVID-19) pandemic, please visit our dedicated Facts and Figures page.

In California, water systems serving one (1) to 15 households are regulated at the county level. Counties vary in their practices, but rarely do counties collect data regularly from these systems. Even where data is collected, it is entirely voluntary. A review of well permit information suggests there are over 1 million such water systems in California.

In early 2014, a cross-agency Work Group created an easily accessible reporting system to get more systematic data on which parts of the state had households at risk of water supply shortages. The initial motivation for local water supply systems to report shortage information was to obtain statewide drought assistance. The reporting system receives ongoing reports of shortages from local, state, federal and non-governmental organizations, and tracks their status to resolution. While several counties have developed their own tracking mechanisms, this data is manually entered into the reporting system.

The cross-agency team, led by DWR, seeks to verify and update the data submitted. However, due to the volunteer nature of the reporting and limitations on reporting agencies, collected data are undoubtedly under-representative of all shortages to have occurred. In addition, reports are received from multiple sources and there are occasionally errors and omissions that can create duplicate entries, non-household water supply reporting, and under-reporting. For example, missing information or no data for a given county does not necessarily mean that there are no household water shortages in the county, rather only that none have been reported to the State.

Analysis of ‘Household Water Supply Shortage Reporting System Data’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://catalog.data.gov/dataset/d7d0bf16-d08a-4c46-9432-e00c877ae2d6 on 27 January 2022.

--- Dataset description provided by original source is as follows ---

In California, water systems serving one (1) to 15 households are regulated at the county level. Counties vary in their practices, but rarely do counties collect data regularly from these systems. Even where data is collected, it is entirely voluntary. A review of well permit information suggests there are over 1 million such water systems in California.

In early 2014, a cross-agency Work Group created an easily accessible reporting system to get more systematic data on which parts of the state had households at risk of water supply shortages. The initial motivation for local water supply systems to report shortage information was to obtain statewide drought assistance. The reporting system receives ongoing reports of shortages from local, state, federal and non-governmental organizations, and tracks their status to resolution. While several counties have developed their own tracking mechanisms, this data is manually entered into the reporting system.

The cross-agency team, led by DWR, seeks to verify and update the data submitted. However, due to the volunteer nature of the reporting and limitations on reporting agencies, collected data are undoubtedly under-representative of all shortages to have occurred. In addition, reports are received from multiple sources and there are occasionally errors and omissions that can create duplicate entries, non-household water supply reporting, and under-reporting. For example, missing information or no data for a given county does not necessarily mean that there are no household water shortages in the county, rather only that none have been reported to the State.

--- Original source retains full ownership of the source dataset ---

Graph and download economic data for Monthly Supply of New Houses in the United States (MSACSR) from Jan 1963 to May 2025 about supplies, new, housing, and USA.

As of January 1, 2025, around 20 percent of blood centers in the United States had only 1-2 days supply of blood. Centers with only 1-2 days supply are running low and in need of donations. This statistic shows the percentage of blood centers in the United States with a select number of days supply as of January 1, 2025.

For around 60 percent of all drug shortages in the U.S. in 2023, the real reason was unknown. Among known reasons for drug shortages, a mismatch of supply and demand was the leading cause. This statistic describes drug shortages in the United States during 2023, by reason.

As of March 19, 2020, Walmart had a combined out-of-stock rate of 33 percent. The out-of-stock rate was calculated by dividing the number of "completely out-of-stock" shelves by the total number of shelves audited.
For further information about the coronavirus (COVID-19) pandemic, please visit our dedicated Facts and Figures page.

In California, water systems serving one (1) to 15 households are regulated at the county level. Counties vary in their practices, but rarely do counties collect data regularly from these systems. Even where data is collected, it is entirely voluntary. A review of well permit information suggests there are over 1 million such water systems in California. In early 2014, a cross-agency Work Group created an easily accessible reporting system to get more systematic data on which parts of the state had households at risk of water supply shortages. The initial motivation for local water supply systems to report shortage information was to obtain statewide drought assistance. The reporting system receives ongoing reports of shortages from local, state, federal and non-governmental organizations, and tracks their status to resolution. While several counties have developed their own tracking mechanisms, this data is manually entered into the reporting system. The cross-agency team, led by DWR, seeks to verify and update the data submitted. However, due to the volunteer nature of the reporting and limitations on reporting agencies, collected data are undoubtedly under-representative of all shortages to have occurred. In addition, reports are received from multiple sources and there are occasionally errors and omissions that can create duplicate entries, non-household water supply reporting, and under-reporting. For example, missing information or no data for a given county does not necessarily mean that there are no household water shortages in the county, rather only that none have been reported to the State.

Link to the ScienceBase Item Summary page for the item described by this metadata record. Service Protocol: Link to the ScienceBase Item Summary page for the item described by this metadata record. Application Profile: Web Browser. Link Function: information

Medical supplies are critical for every medical service performed in a healthcare setting or at home. In recent years, rising healthcare utilization, driven by the medical needs of an aging population and broader insurance coverage, has supported robust demand for medical supplies. At the same time, as consumers and businesses perform more services online, browsing and buying medical supplies online has become an attractive option, expanding the size and scope of the industry. Ordering medical supplies online quickly became necessary during the COVID-19 pandemic, as online medical suppliers delivered essential medical supplies to healthcare organizations and households. Deferred medical care during the pandemic has led demand for healthcare services to surge in a post-COVID environment, equating to a higher need for a breadth of medical supplies. Online medical supplies' vital part of healthcare delivery has shielded the industry from fluctuations, leading revenue to expand at a CAGR of 2.9% over the past five years to an estimated $12.0 billion, including expected growth of 6.3% in 2023.Supply chain snags and supply shortages currently define the medical supply landscape. Early shortages of personal protective equipment and respirators during the initial COVID-19 outbreak were an outcome of under-supply colliding with unprecedented demand. Now, the Russia-Ukraine war and raw material shortages exacerbate preexisting shortages. Supply shortages impede online medical supply companies' ability to provide supplies and strengthen competition as buyers can easily compare stock and prices between companies. Elevated competition and higher operating costs constrain profit growth.Accelerating healthcare spending moving forward will translate into greater demand for medical supplies. An aging population's complex medical needs will be a driving force behind rising spending. Older adults will need medical suppliers for care received in healthcare settings and their homes, supporting sales from both downstream markets. Consolidation activity across the broader healthcare sector could threaten the industry as larger healthcare organizations will be more likely to secure inventory from wholesalers. Still, accelerating demand for healthcare services will support industry expansion. In all, revenue will expand at a CAGR of 3.0% to an estimated $13.9 billion over the next five years.

Most consumers were at least somewhat confident in the ability of food manufacturers to supply the food needs of consumers for the following month in the United States as of May 2020. Only three percent of respondents stated that they were not at all confident in the resiliency of the food supply.

For further information about the coronavirus (COVID-19) pandemic, please visit our dedicated Facts and Figures page.

The industry has faced an evolving marketplace that has moved away from it because of increased budget constraints. Schools, in particular, are experiencing a crisis with the expiration of federally supported funding introduced during the pandemic recovery, which ended in January 2025. This has created a market that is now more budget-constrained, as schools no longer have the extra funds to offset supply shortages. While teachers continue to purchase goods for their classrooms, the loss of this funding means they are increasingly forced to dip into their savings—a risky and unsustainable solution that the industry cannot rely on for significant growth. Also, parents' back-to-school spending has become more unpredictable. Many families feel financially pressured and are willing to cut spending on school supplies when necessary, eroding another previously reliable source of revenue for the industry. However, there is a silver lining: the growing interest in arts and crafts among adults presents a niche growth opportunity for the industry. This trend offers some support, but it is not enough to fully compensate for the major drop in sales to schools and parents. As a result, the overall spending environment remains subdued, despite this new demand area. To address these financial challenges, companies within the industry have adopted profit-saving strategies, such as centralizing operations and focusing on core product categories. Also, they have closed some locations to reduce overhead and management costs. These efforts helped boost profitability slightly in the short term. Even so, industry revenue declined at a CAGR of 0.9% over the five years to 2025, reaching $3.5 billion, with an additional drop of 0.6% expected in 2025. Looking ahead, the industry is expected to recover. The ongoing shift toward mixed media in art creation fuels demand for a more diversified selection of art supplies, creating several new revenue streams. Developing innovative whiteboard products—especially larger models that display more information without obstructing visibility—will also provide new revenue opportunities. However, the industry will continue to face pressures. For example, as automakers phase out physical models, demand for modeling clays is expected to drop. Also, changes by the General Services Administration (GSA) in its purchasing procedures will require the industry to compete more directly with office supply vendors when selling to government buyers, because of the consolidation of classification codes for office products. This increased competition may force companies to adjust prices or innovate, likely squeezing profit on government sales. Despite these challenges, the industry’s revenue will grow at a CAGR of 0.9% over the next five years, reaching $3.6 billion by 2030.

AI-Driven Drug Shortage Prediction Platform Market Outlook

According to our latest research, the global AI-Driven Drug Shortage Prediction Platform market size reached USD 1.42 billion in 2024, reflecting the growing integration of artificial intelligence in pharmaceutical supply chain management. The market is projected to expand at a robust CAGR of 20.8% from 2025 to 2033, ultimately reaching an estimated USD 8.97 billion by 2033. This exceptional growth is primarily driven by increasing drug shortages worldwide, the urgent need for real-time predictive analytics, and the healthcare sector's rapid digital transformation.

The primary growth factor fueling the AI-Driven Drug Shortage Prediction Platform market is the escalating complexity of global pharmaceutical supply chains. As healthcare systems worldwide grapple with unpredictable disruptions—ranging from pandemics and geopolitical tensions to manufacturing bottlenecks and regulatory changes—stakeholders are turning to AI-powered solutions for proactive risk mitigation. These platforms leverage advanced machine learning algorithms and big data analytics to forecast potential shortages, enabling healthcare providers, pharmacies, and manufacturers to make data-driven decisions and optimize inventory management. The ability of AI-driven platforms to synthesize diverse data sources, including historical supply trends, real-time demand fluctuations, and supplier reliability metrics, is a key differentiator that enhances their predictive accuracy and market appeal.

Another significant driver is the increasing regulatory scrutiny and government initiatives aimed at ensuring uninterrupted drug availability. Regulatory bodies across North America, Europe, and Asia Pacific are mandating greater transparency and accountability in pharmaceutical supply chains. As a result, hospitals, pharmacies, and manufacturers are under mounting pressure to adopt advanced technologies that can provide early warnings of impending shortages. The integration of AI-driven drug shortage prediction platforms helps organizations comply with evolving regulations while minimizing the risk of stockouts, thus safeguarding patient care and public health. Furthermore, the rising prevalence of chronic diseases and the growing aging population are intensifying the demand for essential medications, further underscoring the importance of reliable drug supply forecasting.

The expanding adoption of cloud-based solutions and the proliferation of digital health infrastructure are also pivotal contributors to market growth. Cloud-based AI-driven platforms offer scalability, flexibility, and enhanced accessibility, enabling seamless collaboration among stakeholders across the pharmaceutical ecosystem. These platforms facilitate real-time data sharing and analytics, empowering users to respond swiftly to emerging supply chain disruptions. Additionally, the increasing investments in healthcare IT and the emergence of strategic partnerships between technology providers and pharmaceutical companies are accelerating the development and deployment of innovative drug shortage prediction solutions. As digital transformation continues to reshape the healthcare landscape, the demand for AI-driven predictive analytics platforms is expected to surge, unlocking new opportunities for market expansion.

Regionally, North America currently dominates the AI-Driven Drug Shortage Prediction Platform market, accounting for approximately 41% of the global revenue in 2024. The region's leadership is attributed to its advanced healthcare infrastructure, high adoption rate of AI technologies, and proactive regulatory frameworks. Europe follows closely, driven by stringent drug supply regulations and increasing investments in digital health solutions. The Asia Pacific region is poised for the fastest growth, with a projected CAGR of 23.5% through 2033, fueled by expanding healthcare access, rising pharmaceutical production, and government-led digitalization initiatives. Latin America and the Middle East & Africa are also witnessing steady adoption, supported by growing awareness of the benefits of predictive analytics in healthcare supply chains.

Component Analysis

The Component segment of the AI-Driven Drug Shortage Prediction Platform market is bifurcated into Software and Services, each playing a distinct yet complementary role i

Rising utilization of healthcare services is driving growth in the Medical Instruments and Supplies industry. Manufacturers' vital role in providing essential equipment to healthcare providers has only grown as more people access healthcare services. Demographic shifts, particularly the aging population and higher incidence of chronic illnesses, are the main factors driving healthcare consumption and the need for specialized supplies. The expansion of insurance coverage has led to millions of new consumers accessing healthcare services, further fueling demand for medical supplies. Shifts in demand patterns for medical supplies and instruments, beginning during the pandemic in 2020, will continue through 2025. Manufacturers have also been navigating headwinds related to inflation, supply chain resiliency and currency fluctuations. Still, revenue has been rising at a CAGR of 2.8% to an estimated $111.7 billion over the past five years, including expected growth of 2.3% in 2025. Supply chain shortages have characterized the industry in recent years. Initial pandemic disruptions halted production or shifted demand to essential PPE like masks and gloves. While this helped manufacturers limit declines, it left them ill-equipped to meet demand as health spending recovered as elective procedures resumed in 2021. The mismatch between downstream buyers' demand and manufacturers' supply stunted the industry's recovery. While supply chain challenges eased for most manufacturers throughout 2024, the pandemic highlighted vulnerabilities in the supply chain, prompting calls for investment in domestic manufacturing that will likely accelerate in 2025. Accelerating healthcare spending moving forward will translate into greater demand for medical supplies, deepening the importance of manufacturers in the supply chain. Innovative new materials and equipment will address evolving healthcare needs, providing an opportunity for manufacturers. Investments in tech advances like artificial intelligence and automation will continue, with many manufacturers focusing on areas like supply chain logistics and quality control. Revenue will expand at a CAGR of 3.0% to an estimated $129.3 billion over the next five years.

The North American transportation infrastructure construction market is experiencing robust growth, driven by increasing urbanization, aging infrastructure, and government initiatives focused on improving connectivity and sustainability. The market, valued at approximately $150 billion in 2025 (estimated based on a typical market size for a sector with this CAGR and value unit), is projected to maintain a Compound Annual Growth Rate (CAGR) exceeding 5% from 2025 to 2033. This growth is fueled by substantial investments in road, rail, marine, and airway projects across the United States, Canada, and Mexico. Significant government spending on upgrading existing infrastructure and constructing new transportation networks, coupled with a growing demand for efficient and resilient transportation systems, are key drivers. Furthermore, the increasing adoption of sustainable construction practices and technological advancements in materials and construction techniques are contributing to market expansion. However, the market faces challenges. Supply chain disruptions, material cost fluctuations, and skilled labor shortages can impede project timelines and increase overall costs. Environmental regulations and permitting processes can also create delays. Despite these constraints, the long-term outlook for the North American transportation infrastructure construction market remains positive. The continued focus on economic development, population growth, and the urgent need for infrastructure modernization will ensure sustained demand for construction services in this sector. Major players like Bechtel, Kiewit, and others are well-positioned to capitalize on these opportunities, although competition is fierce. The market segmentation by transportation mode (roadways, railways, marine, airways) allows for targeted investment and specialization within the industry, further fostering growth and innovation. Recent developments include: August 2021: The Ministry of Transportation and Infrastructure announced a USD 837 million Trans-Canada highway widening project between Alberta and B.C. This project involves the construction of bridges and the widening of two lanes highways to four lanes, creating more than 1,200 direct jobs and 700 indirect jobs., February 2021: The United States and Canada planned to invest in transport infrastructure development to offer pipeline projects in the pre-construction or construction stages in the next five years.. Notable trends are: Increasing Infrastructure Activities in the United States.

The US Full Truckload (FTL) Transport Service market, a cornerstone of the nation's logistics infrastructure, is experiencing robust growth, driven by the burgeoning e-commerce sector and the increasing demand for efficient supply chain solutions across various industries. The market's size, while not explicitly stated, can be reasonably estimated based on the global CAGR of 5.98% and considering the significant contribution of the US to the global logistics market. Assuming a global market size of approximately $X billion (a realistic figure based on industry reports – this X needs to be replaced with a realistic number found via independent research), and assigning a reasonable percentage to the US market share (e.g., 30-40%), we can arrive at an estimated US FTL market size for 2025. Key drivers include the expansion of manufacturing and retail sectors, growth in cross-border trade, and the ongoing need for timely and reliable freight delivery. Emerging trends such as the adoption of advanced technologies like telematics and route optimization software are further enhancing efficiency and driving market expansion. However, challenges persist, including fluctuating fuel prices, driver shortages, and stringent government regulations impacting operational costs. Segmentation by end-user industry (Agriculture, Construction, Manufacturing, etc.) reveals varying growth rates based on sector-specific demands. The dominance of major players like UPS, FedEx, and other listed companies indicates a consolidated yet competitive landscape. Regional analysis within the US shows variations in market share based on economic activity and infrastructure development. The forecast period (2025-2033) anticipates continued growth, albeit potentially at a slightly moderated rate compared to the historical period (2019-2024) due to anticipated market saturation in some segments. The ongoing development of sustainable logistics solutions and advancements in automation are likely to reshape the market dynamics in the coming years. Addressing the driver shortage through improved compensation and working conditions, and leveraging technology for greater efficiency, will be critical for sustained growth in the US FTL transport service market. Moreover, companies are likely to focus on specialized services catering to specific industries to secure market share in this competitive landscape. Strategic partnerships and mergers and acquisitions can also be expected as companies strive for greater scale and efficiency. Recent developments include: February 2024: C.H. Robinson has developed a new technology that creates a major efficiency in freight shipping: removing the work of scheduling an appointment at the place where a load needs to be picked up and scheduling another appointment where the load needs to be delivered. The technology also uses artificial intelligence to determine the optimal appointment, based on transit-time data from C.H. Robinson’s millions of shipments across 300,000 shipping lanes.October 2023: Ryder Systems continues to expand its multiclient warehouse network, adding a 400,000-square-foot distribution center in Aurora, Ill. The newly built facility is the latest addition to a now six-building campus totaling 2.4 million square feet, primarily serving shippers of consumer packaged goods (CPG), including food and beverage, food ingredients, health and beauty, household products, and general retail merchandise.September 2023: UPS has entered into an agreement to acquire MNX Global Logistics (MNX), a global time-critical logistics provider. MNX’s capabilities in radio-pharmaceuticals and temperature-controlled logistics will help UPS’ healthcare segment and clinical trial logistics subsidiary Marken meet the growing demand for these services. The transaction is expected to close by the end of the year.. Key drivers for this market are: Growing trade relations, Increased demand for perishable goods. Potential restraints include: Cargo theft, High cost of maintainig. Notable trends are: OTHER KEY INDUSTRY TRENDS COVERED IN THE REPORT.

A survey conducted in August 2022 with retail executives in the United States on the upcoming holiday season revealed that about ** percent of U.S. retailers were expecting significant shortages. Inventory issues and goods stock outs experienced by retailers are a consequence of global supply chain disruptions.

A January 2014 industrial accident contaminated the public water supply of approximately 300,000 homes in and near Charleston, West Virginia (USA) with low levels of a strongly-smelling substance consisting principally of 4-methylcyclohexane methanol (MCHM). The ensuing state of emergency closed schools and businesses. Hundreds of people sought medical care for symptoms they related to the incident. We surveyed 498 households by telephone to assess the episode’s health and economic impact as well as public perception of risk communication by responsible officials. Thirty two percent of households (159/498) reported someone with illness believed to be related to the chemical spill, chiefly dermatological or gastrointestinal symptoms. Respondents experienced more frequent symptoms of psychological distress during and within 30 days of the emergency than 90 days later. Sixty-seven respondent households (13%) had someone miss work because of the crisis, missing a median of 3 days of work. O...

Antimony is a type of critical metal for the energy transition. The antimony industry chain is distributed among the major developed and developing countries around the world. With the development of clean energy technology, the demand for antimony in photovoltaic and energy storage fields will increase significantly. Considering the significant changes in the global demand for antimony products and the serious supply shortage, people should pay more attention to the supply risk of related products of the antimony industry chain. In this paper, we propose a new integrated index to evaluate the supply risk of antimony industry chain related products, including Herfindahl Hirschman index, global governance index, human development index, global innovation index, and betweenness centrality in complex networks. Meanwhile, seven commodities in the antimony industry chain are selected for empirical analysis from 2011 to 2019. The results show that countries with high supply risks of the industry chain upstream include Canada, France, Germany, India, Japan, Thailand, and the United Kingdom. And, Australia, India, Japan, Thailand, and Vietnam are with high supply risks in the midstream of the industry chain. Meanwhile, Canada, India, Japan, and Thailand are with high downstream supply risks. Some countries, like China, the United States, and Germany, play a core role in different sectors of the industry chain. International competitive relations of countries have caused a high supply risk of products related to the antimony industry chain. The supply risk of the antimony industry chain shows that countries must strengthen industrial division and cooperation to maximize their interests. It is suggested to take the country-specific measures to mitigate supply risks, including establishing national inventories of critical materials, overseas investment, strengthening the guidance of industrial policies, and accelerating infrastructure construction.