Introducing Job Posting Datasets: Uncover labor market insights!

Elevate your recruitment strategies, forecast future labor industry trends, and unearth investment opportunities with Job Posting Datasets.

Job Posting Datasets Source:

1. Indeed: Access datasets from Indeed, a leading employment website known for its comprehensive job listings.

2. Glassdoor: Receive ready-to-use employee reviews, salary ranges, and job openings from Glassdoor.

3. StackShare: Access StackShare datasets to make data-driven technology decisions.

Job Posting Datasets provide meticulously acquired and parsed data, freeing you to focus on analysis. You'll receive clean, structured, ready-to-use job posting data, including job titles, company names, seniority levels, industries, locations, salaries, and employment types.

Choose your preferred dataset delivery options for convenience:

Receive datasets in various formats, including CSV, JSON, and more. Opt for storage solutions such as AWS S3, Google Cloud Storage, and more. Customize data delivery frequencies, whether one-time or per your agreed schedule.

Why Choose Oxylabs Job Posting Datasets:

1. Fresh and accurate data: Access clean and structured job posting datasets collected by our seasoned web scraping professionals, enabling you to dive into analysis.

2. Time and resource savings: Focus on data analysis and your core business objectives while we efficiently handle the data extraction process cost-effectively.

3. Customized solutions: Tailor our approach to your business needs, ensuring your goals are met.

4. Legal compliance: Partner with a trusted leader in ethical data collection. Oxylabs is a founding member of the Ethical Web Data Collection Initiative, aligning with GDPR and CCPA best practices.

Pricing Options:

Standard Datasets: choose from various ready-to-use datasets with standardized data schemas, priced from $1,000/month.

Custom Datasets: Tailor datasets from any public web domain to your unique business needs. Contact our sales team for custom pricing.

Experience a seamless journey with Oxylabs:

• Understanding your data needs: We work closely to understand your business nature and daily operations, defining your unique data requirements.
• Developing a customized solution: Our experts create a custom framework to extract public data using our in-house web scraping infrastructure.
• Delivering data sample: We provide a sample for your feedback on data quality and the entire delivery process.
• Continuous data delivery: We continuously collect public data and deliver custom datasets per the agreed frequency.

Effortlessly access fresh job posting data with Oxylabs Job Posting Datasets.

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This test and measurement market insights report comprises information on key vendors and their competitive landscape, segmentations by End-user (Aerospace and defense, telecommunication, semiconductor and electronics, and others), Geography (APAC, Europe, MEA, North America, and South America), and Product (wireless test equipment, GPTE, semiconductor test equipment, and real-time test equipment), key drivers and challenges, and the parent market. This report also discusses vendor strategies that are playing a key role in the business growth.

One of the key vendor strategies is technological innovation, which has been discussed along with other business planning approaches in this report. To gain more insights on vendor strategies request for a sample of the report.

According to Cognitive Market Research, the global Artificial Intelligence in Retail market size is USD 4951.2 million in 2023and will expand at a compound annual growth rate (CAGR) of 39.50% from 2023 to 2030.

Enhanced customer personalization to provide viable market output
Demand for online remains higher in Artificial Intelligence in the Retail market.
The machine learning and deep learning category held the highest Artificial Intelligence in Retail market revenue share in 2023.
North American Artificial Intelligence In Retail will continue to lead, whereas the Asia-Pacific Artificial Intelligence In Retail market will experience the most substantial growth until 2030.

Market Dynamics of the Artificial Intelligence in the Retail Market

Key Drivers for Artificial Intelligence in Retail Market

Enhanced Customer Personalization to Provide Viable Market Output

A primary driver of Artificial Intelligence in the Retail market is the pursuit of enhanced customer personalization. A.I. algorithms analyze vast datasets of customer behaviors, preferences, and purchase history to deliver highly personalized shopping experiences. Retailers leverage this insight to offer tailored product recommendations, targeted marketing campaigns, and personalized promotions. The drive for superior customer personalization not only enhances customer satisfaction but also increases engagement and boosts sales. This focus on individualized interactions through A.I. applications is a key driver shaping the dynamic landscape of A.I. in the retail market.

January 2023 - Microsoft and digital start-up AiFi worked together to offer Smart Store Analytics. It is a cloud-based tracking solution that helps merchants with operational and shopper insights for intelligent, cashierless stores.

Source-techcrunch.com/2023/01/10/aifi-microsoft-smart-store-analytics/

Improved Operational Efficiency to Propel Market Growth

Another pivotal driver is the quest for improved operational efficiency within the retail sector. A.I. technologies streamline various aspects of retail operations, from inventory management and demand forecasting to supply chain optimization and cashier-less checkout systems. By automating routine tasks and leveraging predictive analytics, retailers can enhance efficiency, reduce costs, and minimize errors. The pursuit of improved operational efficiency is a key motivator for retailers to invest in AI solutions, enabling them to stay competitive, adapt to dynamic market conditions, and meet the evolving demands of modern consumers in the highly competitive artificial intelligence (AI) retail market.

January 2023 - The EY Retail Intelligence solution, which is based on Microsoft Cloud, was introduced by the Fintech business EY to give customers a safe and efficient shopping experience. In order to deliver insightful information, this solution makes use of Microsoft Cloud for Retail and its technologies, which include image recognition, analytics, and artificial intelligence (A.I.).

Source-www.ey.com/en_gl/news/2023/01/ey-announces-launch-of-retail-solution-that-builds-on-the-microsoft-cloud-to-help-achieve-seamless-consumer-shopping-experiences

Key Restraints for Artificial Intelligence in Retail Market

Data Security Concerns to Restrict Market Growth

A prominent restraint in Artificial Intelligence in the Retail market is the pervasive concern over data security. As retailers increasingly rely on A.I. to process vast amounts of customer data for personalized experiences, there is a growing apprehension regarding the protection of sensitive information. The potential for data breaches and cyberattacks poses a significant challenge, as retailers must navigate the delicate balance between utilizing customer data for AI-driven initiatives and safeguarding it against potential security threats. Addressing these concerns is crucial to building and maintaining consumer trust in A.I. applications within the retail sector.

Key Trends for Artificial Intelligence in Retail Market

Surge in Voice-Enabled Shopping Interfaces Reshaping Retail Experiences

Voice-enabled A.I. assistants such as Amazon Alexa and Google Assistant are revolutionizing the way consumers engage with retail platforms. Shoppers can now utilize voice commands to search, compare, and purchase products, thereby streamlining and accelerating the buying process. Retailers...

The NFT-as-a-Service (NFTaaS) market is rapidly emerging as a significant player in the digital economy, democratizing access to non-fungible tokens (NFTs) for businesses and creators alike. This innovative service model enables companies to seamlessly integrate NFT solutions without the complexities of developing p

Tired of guessing what's happening in the job market? Xverum's 13M+ job data gives you real-time insights into the dynamic world of work, empowering you to make data-driven decisions and stay ahead of the curve.

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➨ Real-time intelligence: Get a pulse on the job market with daily updates from over 13 million job ads, revealing the latest trends and opportunities.

➨ Unrivaled data breadth: Access rich datasets, including employee data, job market data, recruiting data, and even Indeed data, giving you a comprehensive picture of the job landscape.

Actionable insights: Use Xverum's data to:

➨ Optimize your HR strategy: Identify in-demand skills, salary expectations, and talent pools to attract the best talent.

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➨ Unlock HR intelligence: Gain deeper insights into employee demographics, industry trends, and competitor hiring practices.

➨ Optimize talent acquisition: Attract the right talent with precision, ensuring your recruitment efforts are effective and efficient.

➨ Conduct in-depth labor market research: Analyze specific industries, regions, and job categories to inform your business strategies.

➨ Effortless integration: Our industry-standard CSV formats seamlessly integrate with your existing systems and tools for easy analysis.

➨ Historical data at your fingertips: Access past job trends, using 3 years of historical job data, to understand how the market has evolved and anticipate potential future opportunities.

Xverum's global HR data is your secret weapon for success in the dynamic job market. Contact us today to learn how it can transform your business!

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The polyolefin market is expected to grow at a CAGR of 5% during the forecast period. This market growth can be attributed to various factors including increasing use of polyolefin films in solar power generation industry.

The polyolefin market report offers several other valuable insights such as:

CAGR of the market during the forecast period 2020-2024
Detailed information on factors that will drive polyolefin market growth during the next five years
Precise estimation of the polyolefin market size and its contribution to the parent market
Accurate predictions on upcoming trends and changes in consumer behavior
The growth of the polyolefin market industry across North America, APAC, Europe, South America, and MEA
A thorough analysis of the market’s competitive landscape and detailed information on vendors
Comprehensive details of factors that will challenge the growth of polyolefin market vendors

Subscription Box Market Outlook

According to our latest research, the global Subscription Box market size reached USD 32.9 billion in 2024, driven by the growing consumer appetite for personalized products and convenient shopping experiences. The market is exhibiting robust momentum, registering a CAGR of 18.4% from 2025 to 2033. By the end of 2033, the global Subscription Box market is projected to achieve a value of USD 128.9 billion. This remarkable growth trajectory is primarily fueled by evolving consumer preferences, digital transformation in retail, and the proliferation of e-commerce platforms, as per our latest in-depth analysis.

One of the key growth factors propelling the Subscription Box market is the increasing demand for convenience and personalization among consumers. In an era where time is a premium commodity, subscription boxes offer a hassle-free solution for discovering and receiving curated products tailored to individual preferences. The ability to customize selections, coupled with the element of surprise and delight, has significantly enhanced user engagement and retention rates. Additionally, the rise of social media influencers and unboxing experiences has amplified the allure of subscription services, encouraging word-of-mouth marketing and organic brand advocacy. As consumers continue to seek unique and value-driven offerings, brands are leveraging data analytics and artificial intelligence to refine their subscription models, further driving market expansion.

Another critical growth driver for the Subscription Box market is the rapid digitalization and expansion of e-commerce infrastructure. The integration of advanced technologies such as machine learning, predictive analytics, and automation has streamlined the subscription management process, from customer acquisition to product fulfillment. This technological evolution has enabled brands to scale their operations efficiently while maintaining high levels of customer satisfaction. Moreover, the subscription model provides businesses with predictable revenue streams and valuable insights into consumer behavior, empowering them to innovate and adapt to shifting market trends. The proliferation of mobile devices and secure payment gateways has also made it easier for consumers to subscribe, manage, and modify their preferences seamlessly.

The Subscription Box market is also benefiting from the diversification of offerings across various segments, including beauty and personal care, food and beverages, fashion and apparel, books and media, kids and baby, and pet products. Each segment caters to distinct consumer demographics and lifestyle needs, broadening the market’s appeal and reach. For instance, the food and beverages segment has witnessed a surge in demand for meal kits and specialty snacks, while beauty and personal care boxes continue to attract consumers seeking the latest trends and premium samples. This diversification not only mitigates risks associated with market saturation but also fosters innovation in product curation, packaging, and delivery. As brands continue to explore untapped niches and expand their portfolios, the Subscription Box market is poised for sustained growth.

From a regional perspective, North America remains the largest market for subscription boxes, accounting for a substantial share of global revenues in 2024. The region's mature e-commerce ecosystem, high internet penetration, and strong consumer purchasing power have created a fertile environment for subscription-based services. Europe follows closely, driven by evolving consumer habits and a growing emphasis on sustainability and ethical sourcing. Meanwhile, the Asia Pacific region is emerging as a high-growth market, fueled by a burgeoning middle class, increasing disposable incomes, and rapid digital adoption. As market players continue to invest in localization strategies and forge strategic partnerships, regional dynamics are expected to play a pivotal role in shaping the future of the Subscription Box market.

Type Analysis

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The sample preparation market is expected to grow at a CAGR of 7% during the forecast period. This market growth can be attributed to various factors including Growing demand for sample preparation products in preclinical research, Growth in product launches, and Growing investments in genomic and proteomic research activities.

The sample preparation market report offers several other valuable insights such as:

CAGR of the market during the forecast period 2020-2024
Detailed information on factors that will drive sample preparation market growth during the next five years
Precise estimation of the sample preparation market size and its contribution to the parent market
Accurate predictions on upcoming trends and changes in consumer behavior
The growth of the sample preparation market industry across North America, Europe, Asia, and ROW
A thorough analysis of the market’s competitive landscape and detailed information on vendors
Comprehensive details of factors that will challenge the growth of sample preparation market vendors

Market researchers investigate clients' target markets' behaviour, values and opinions, providing insights that allow them to tailor their products, services and marketing. Researchers rely on high European research and development expenditure to fuel demand for market research. Increased digitalisation has opened new doors for market research providers while intensifying competition. Artificial intelligence is increasingly important in analysing, identifying and generating research insights from social media posts using a flood of data. Meanwhile, digital surveys have allowed research companies to expand their outreach, save resources and costs and often attain more accurate and comprehensive insights for clients. Over the five years through 2024, industry revenue is expected to contract at a compound annual rate of 3.6% to €27.2 billion. The COVID-19 outbreak and ensuring low business sentiment took a toll on market research budgets. A sharp contraction in business sentiment squeezed corporate profit, discouraging companies from investing in research and development activities and negatively affecting professional research providers in 2022. A greater availability of data and alternative research methods means that researchers are competing more and more with in-house research departments. In 2024, industry revenue is expected to drop by 3.1% as consumers lower their private consumption expenditure, reducing consumer research activity. Over the five years through 2029, industry revenue is forecast to climb at a compound annual rate of 2.9% to reach €31.4 billion. Over the coming years, market research companies will face higher external competition from technology specialists leveraging insights internally, constraining revenue growth. Nonetheless, researchers will benefit from increasing online advertising activity. Those incorporating advanced data analytics systems and digital market research technology will remain competitive and benefit from greater digitalisation. Smart mobile surveys will also become an invaluable tool for consumer research companies.

U.S. Microgrid-as-a-Service (MaaS) Market was valued at USD 873.2 Mn in 2024, projected to reach USD 1,566.44 Mn by 2030, growing at 10.23% CAGR during 2025–30.

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The carbon fiber market is expected to grow at a CAGR of 8.63% during the forecast period. This market growth can be attributed to various factors including Increasing demand for fuel-efficient vehicles, Increasing use of carbon fibers in the aerospace and defense sector, and Collaborations between carbon fiber manufacturers and end-use industries.

The carbon fiber market report offers several other valuable insights such as:

CAGR of the market during the forecast period 2021-2025
Detailed information on factors that will drive carbon fiber market growth during the next five years
Precise estimation of the carbon fiber market size and its contribution to the parent market
Accurate predictions on upcoming trends and changes in consumer behavior
The growth of the carbon fiber market industry across North America, Europe, APAC, South America, and MEA
A thorough analysis of the market’s competitive landscape and detailed information on vendors
Comprehensive details of factors that will challenge the growth of carbon fiber market vendors

Market research companies in Brazil generated almost *** million U.S. dollars in revenue in 2022, approximately ** million U.S. dollars more than in 2021. Brazilian market research companies generated the highest revenue in the Latin American region in 2021, with Mexico recording the second highest revenue of 2022.

Graph Database Market Outlook

According to our latest research, the global graph database market size in 2024 stands at USD 2.92 billion, with a robust compound annual growth rate (CAGR) of 21.6% projected from 2025 to 2033. By the end of 2033, the market is expected to reach approximately USD 21.1 billion. The rapid expansion of this market is primarily driven by the rising need for advanced data analytics, real-time big data processing, and the growing adoption of artificial intelligence and machine learning across various industry verticals. As organizations continue to seek innovative solutions to manage complex and interconnected data, the demand for graph database technologies is accelerating at an unprecedented pace.

One of the most significant growth factors for the graph database market is the exponential increase in data complexity and volume. Traditional relational databases often struggle to efficiently handle highly connected data, which is becoming more prevalent in modern business environments. Graph databases excel at managing relationships between data points, making them ideal for applications such as fraud detection, social network analysis, and recommendation engines. The ability to visualize and query data relationships in real-time provides organizations with actionable insights, enabling faster and more informed decision-making. This capability is particularly valuable in sectors like BFSI, healthcare, and e-commerce, where understanding intricate data connections can lead to substantial competitive advantages.

Another key driver fueling market growth is the widespread digital transformation initiatives undertaken by enterprises worldwide. As businesses increasingly migrate to cloud-based infrastructures and adopt advanced analytics tools, the need for scalable and flexible database solutions becomes paramount. Graph databases offer seamless integration with cloud platforms, supporting both on-premises and cloud deployment models. This flexibility allows organizations to efficiently manage growing data workloads while ensuring security and compliance. Additionally, the proliferation of IoT devices and the surge in unstructured data generation further amplify the demand for graph database solutions, as they are uniquely equipped to handle dynamic and heterogeneous data sources.

The integration of artificial intelligence and machine learning with graph databases is also a pivotal growth factor. AI-driven analytics require robust data models capable of uncovering hidden patterns and relationships within vast datasets. Graph databases provide the foundational infrastructure for such applications, enabling advanced features like predictive analytics, anomaly detection, and personalized recommendations. As more organizations invest in AI-powered solutions to enhance customer experiences and operational efficiency, the adoption of graph database technologies is expected to surge. Furthermore, continuous advancements in graph processing algorithms and the emergence of open-source graph database platforms are lowering entry barriers, fostering innovation, and expanding the market’s reach.

From a regional perspective, North America currently dominates the graph database market, owing to the early adoption of advanced technologies and the presence of major industry players. However, the Asia Pacific region is anticipated to witness the highest growth rate over the forecast period, driven by rapid digitalization, increasing investments in IT infrastructure, and the rising demand for data-driven decision-making across emerging economies. Europe also holds a significant share, supported by stringent data privacy regulations and the growing emphasis on innovation across sectors such as finance, healthcare, and manufacturing. As organizations across all regions recognize the value of graph databases in unlocking business insights, the global market is poised for sustained growth.

Component Analysis

The graph database market is broadly segmented by component into s

Explore the growth potential of Market Research Intellect's A 83 01 Market Report, valued at USD 150 million in 2024, with a forecasted market size of USD 250 million by 2033, growing at a CAGR of 7.5% from 2026 to 2033.

The Digital Retail market has transformed the shopping landscape, offering a seamless blend of convenience and accessibility that modern consumers demand. As of the latest reports, the global digital retail market is valued at a staggering $4 trillion, reflecting significant growth over the past decade. This growth

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Ginger Shot Cube Market Outlook

According to our latest research, the global Ginger Shot Cube market size reached USD 312.4 million in 2024, reflecting robust demand across health-conscious consumer segments worldwide. The market is projected to grow at a CAGR of 8.2% from 2025 to 2033, with the market size expected to reach USD 627.8 million by the end of 2033. This sustained growth is primarily driven by increasing consumer awareness regarding the health benefits of ginger, the rising trend of functional foods, and the convenience offered by cube formats. As per our latest research, the market’s expansion is further bolstered by innovation in product formulations and the growing popularity of natural remedies for immunity and wellness.

One of the key growth factors propelling the Ginger Shot Cube market is the heightened consumer focus on preventive healthcare and natural wellness solutions. As global consumers become more aware of the adverse effects of synthetic additives and processed foods, there is a pronounced shift toward natural and organic products. Ginger, renowned for its anti-inflammatory and antioxidant properties, has emerged as a preferred ingredient in functional foods and beverages. The convenience and portability of ginger shot cubes allow consumers to easily incorporate these health benefits into their daily routines, whether at home, work, or on the go. Moreover, the COVID-19 pandemic significantly accelerated the demand for immune-boosting products, and this momentum has continued, further supporting the growth trajectory of the Ginger Shot Cube market.

Another major driver for the market is the rapid expansion of distribution networks, particularly through online channels and specialty health stores. The proliferation of e-commerce platforms has made it easier for consumers to access a wide variety of ginger shot cube products, including organic and specialty variants. This has enabled manufacturers to reach a broader audience, transcending geographical limitations. Additionally, the increasing penetration of supermarkets and hypermarkets in emerging economies is providing greater visibility and accessibility to ginger shot cubes, further fueling market growth. Product innovation, such as the incorporation of additional superfoods, vitamins, and flavors, is also attracting new consumer segments, including children and the elderly, thereby expanding the overall market base.

The Ginger Shot Cube market is also benefiting from favorable regulatory trends and growing investments in research and development. Governments and regulatory bodies in several countries are encouraging the use of natural ingredients in food and beverage products, which is positively impacting the adoption of ginger shot cubes. Manufacturers are investing in advanced processing technologies to enhance the shelf life, taste, and nutritional profile of their products. Strategic collaborations between food technologists, nutritionists, and marketing experts are resulting in the launch of innovative products that cater to evolving consumer preferences. Furthermore, the increasing popularity of vegan and plant-based diets is driving demand for ginger shot cubes as a natural, plant-derived supplement, contributing to the overall market growth.

Regionally, North America remains the dominant market for ginger shot cubes, accounting for the largest share in 2024, followed closely by Europe and the Asia Pacific. The high prevalence of health and wellness trends, coupled with strong distribution networks and consumer purchasing power, underpins North America’s leadership. However, the Asia Pacific region is witnessing the fastest growth, driven by rising health awareness, expanding middle-class populations, and the traditional use of ginger in local cuisines and remedies. Europe also presents significant growth opportunities, particularly in countries with established organic and natural product markets. Latin America and the Middle East & Africa are emerging as promising markets, albeit from a lower base, as global players expand their footprint and local manufacturers innovate to cater to regional tastes and preferences.

The revenue of the global fintech industry increased sharply between 2017 and 2023. In 2023, the total revenue of the industry was estimated at ***** billion U.S. dollars. According to Statista Market Insights, the revenue of the global fintech sector is forecast to increase further in the coming years, exceeding ****** billion U.S. dollars in 2028.

The OLED Glass Substrate market has emerged as a vital component of the burgeoning display technologies sector, particularly in the production of organic light-emitting diode (OLED) displays, which are renowned for their superior picture quality, flexibility, and energy efficiency. This substrate serves as the found

Glucarpidase Market Outlook

According to our latest research, the global glucarpidase market size reached USD 98.5 million in 2024, driven by rising incidences of methotrexate toxicity and increasing adoption of chemotherapy rescue therapies. The market is expected to expand at a robust CAGR of 8.7% during the forecast period, with the total market value projected to reach USD 210.2 million by 2033. Key growth factors include the escalating prevalence of cancer, the growing awareness regarding life-saving interventions for toxicity management, and advancements in hospital infrastructure supporting rapid drug administration.

One of the primary growth drivers for the glucarpidase market is the increasing incidence of high-dose methotrexate therapies in oncology, particularly for treating leukemias, lymphomas, and osteosarcomas. Methotrexate toxicity, a significant risk associated with these regimens, has led to a surge in demand for rapid-acting rescue agents such as glucarpidase. The drug’s unique ability to rapidly hydrolyze methotrexate into inactive metabolites, even in patients with renal dysfunction, has made it an essential tool in critical care oncology settings. This clinical value proposition is further bolstered by rising awareness among healthcare professionals and the implementation of updated treatment protocols that recommend glucarpidase as a standard rescue intervention in methotrexate toxicity scenarios.

Another crucial factor propelling the glucarpidase market growth is the ongoing expansion of hospital and specialty clinic infrastructure across both developed and emerging regions. As global healthcare systems invest in advanced oncology care, the accessibility and adoption of high-cost, life-saving drugs are improving. The increasing availability of glucarpidase through hospital pharmacies and specialty clinics ensures timely intervention in acute cases, reducing morbidity and mortality rates associated with methotrexate toxicity. Moreover, collaborations between pharmaceutical companies and healthcare providers are enhancing drug distribution channels, ensuring that glucarpidase is readily accessible where and when it is needed most.

Technological advancements and regulatory support also play a pivotal role in market expansion. The introduction of improved formulations, such as lyophilized powder and ready-to-use solutions, has streamlined the preparation and administration process for healthcare professionals. Regulatory agencies, recognizing the critical need for rapid methotrexate toxicity management, have expedited approvals and provided orphan drug status in several markets, further incentivizing pharmaceutical innovation and commercialization. These factors, combined with growing research activities around glucarpidase’s potential applications beyond chemotherapy rescue, are expected to sustain market momentum throughout the forecast period.

From a regional perspective, North America currently dominates the glucarpidase market, supported by high cancer incidence rates, advanced healthcare infrastructure, and favorable reimbursement policies. Europe follows closely, benefiting from strong regulatory frameworks and increasing investments in oncology care. Meanwhile, the Asia Pacific region is emerging as a lucrative market, driven by a rising patient population, improving access to advanced cancer therapies, and growing awareness about methotrexate toxicity management. Collectively, these dynamics underscore a positive outlook for the global glucarpidase market over the next decade.

Product Type Analysis

The glucarpidase market by product type is segmented into lyophilized powder and solution forms, each catering to specific clinical and logistical requirements. The lyophilized powder segment currently holds the largest market share, owing to its superior stability, longer shelf life, and ease of transportation. Hospitals and specialty clinics prefer lyophilized formulations because they can be stored for extended periods and reconstituted quickly when