Analysis of ‘Groceries dataset ’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/heeraldedhia/groceries-dataset on 28 January 2022.

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

Association Rule Mining

Market Basket Analysis is one of the key techniques used by large retailers to uncover associations between items. It works by looking for combinations of items that occur together frequently in transactions. To put it another way, it allows retailers to identify relationships between the items that people buy.

Association Rules are widely used to analyze retail basket or transaction data and are intended to identify strong rules discovered in transaction data using measures of interestingness, based on the concept of strong rules.

Details of the dataset

The dataset has 38765 rows of the purchase orders of people from the grocery stores. These orders can be analysed and association rules can be generated using Market Basket Analysis by algorithms like Apriori Algorithm.

Apriori Algorithm

Apriori is an algorithm for frequent itemset mining and association rule learning over relational databases. It proceeds by identifying the frequent individual items in the database and extending them to larger and larger item sets as long as those item sets appear sufficiently often in the database. The frequent itemsets determined by Apriori can be used to determine association rules which highlight general trends in the database: this has applications in domains such as market basket analysis.

An example of Association Rules

Assume there are 100 customers 10 of them bought milk, 8 bought butter and 6 bought both of them. bought milk => bought butter support = P(Milk & Butter) = 6/100 = 0.06 confidence = support/P(Butter) = 0.06/0.08 = 0.75 lift = confidence/P(Milk) = 0.75/0.10 = 7.5

Note: this example is extremely small. In practice, a rule needs the support of several hundred transactions, before it can be considered statistically significant, and datasets often contain thousands or millions of transactions.

Some important terms:

• Support: This says how popular an itemset is, as measured by the proportion of transactions in which an itemset appears.

• Confidence: This says how likely item Y is purchased when item X is purchased, expressed as {X -> Y}. This is measured by the proportion of transactions with item X, in which item Y also appears.

• Lift: This says how likely item Y is purchased when item X is purchased while controlling for how popular item Y is.

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

Extracting association rules on the Nursery dataset using DGAARM with different weights of support, confidence, and lift.

Support, confidence, and lift between six symptoms and their associated herbal materials.

Occupational Health Protection (OHP) is mandatory by law and can be accomplished by considering the participation of others besides occupational physicians. The data shared can originate knowledge that might influence other processes related to occupational risk prevention. In this study, we used Artificial Intelligence (AI) methods to extract patterns among records shared under these circumstances over two years in the automotive industry. Records featuring OHP data against physical working conditions were selected, and a database of 383 profiles was designed. As Occupational Health Protection profiles under study are associated with work functional ability reduction, the body part(s) (n = 14) where it occurred were identified. Association Rules (ARs) coupled with Natural Language Processing techniques were applied to find meaningful hidden relationships and to identify the occurrence of protection profiles being assigned to at least two body parts simultaneously. After filtering ARs using three metrics (support, confidence, and lift), 54 ARs were found. The distribution of simultaneous body parts is presented as being higher in Special projects (n = 5). The results can use in: (i) design a multi-site body parts functional work ability (loss) model; (ii) model the capacity of organizations to retain workers in their working settings and (iii) prevent work-related musculoskeletal symptoms.

Global Aesthetic Lift Threads Industry's Compound Annual Growth Rate will be 6.3% from 2023 to 2030. What is driving the Aesthetic Lift Threads Market Growth?

Increasing shift towards minimally invasive cosmetic procedures

Aesthetic thread lift is a cosmetic procedure that offers a minimally invasive cosmetic procedure that can help tighten skin on the face and breasts. In recent years, cosmetic procedures have gradually lost their previously associated stigma, as aesthetics has become an increasingly significant aspect of daily living. Many people are bothered by cosmetic issues such as a crooked nose, sagging skin, extra belly fat, balding, and skin pigmentation. Because of these aesthetic barriers, individuals lack confidence in their personal and professional lives. However, individuals across the globe are looking for versatile, effective, and affordable cosmetic procedures like minimally invasive and non-invasive procedures. Over time, thread lift has become widespread because it helps patients get their desired look without going through painful surgery. According to the International Society of Aesthetic Plastic Surgery (ISAPS), total surgical and non-surgical procedures increased by 19.3% by plastic surgeons in 2021 with more than 12.8 million surgical, and 17.5 million non-surgical, procedures performed worldwide. Similar to global trends, individuals in Indonesia are more focused on facial rejuvenation and spend a lot of money on facial treatment. As a result of this, the cosmetic sector in Indonesia is developing at a remarkable pace. The emergence of cosmetic companies and clinics is significantly rising in Indonesia. The number of cosmetic companies in the country jumped by over 20%, from 819 to 913 entities in the year between 2021 to 2022. Similarly, in April 2023, CG Bio established a medical aesthetics clinic NULOOK on Bali Island, Indonesia, and plans to make it a medical tourism hub in Southeast Asia. As the beauty industry continues to expand and evolve in Indonesia, there has been an increased awareness and acceptance of cosmetic procedures. With the rise of social media and beauty influencers, individuals are more exposed to various aesthetic treatments, including thread lifts, which has driven the demand for these procedures. Moreover, the desire for non-surgical treatment in Indonesia is increasing. Individuals are seeking non-surgical alternatives for cosmetic enhancements. Thread lifts offer a non-invasive or minimally invasive option for those who wish to address sagging skin and achieve a more youthful appearance without undergoing traditional surgical procedures. As a result of these factors, the popularity of minimally invasive cosmetic procedures is increasing which in turn drives market growth in Indonesia.

Growing advancements and trends in Thread Lifting (Access Detailed Analysis in the Full Report Version)


Rise in the aging population in Indonesia (Access Detailed Analysis in the Full Report Version)

Introduction of Aesthetic Lift Threads

Aesthetic lift threads, also known as thread lifts are a non-surgical cosmetic procedure used to lift and tighten sagging skin on the face and neck. This treatment involves the insertion of dissolvable sutures or threads into the skin, which are then used to lift and reposition the tissues. In the late 1990s, Polydioxanone (PDO) threads were initially designed to lift facial tissues, and now different variations of threads have been developed. These threads are placed along certain areas and are pulled to lift the sagging skin. A PDO thread lift is a revolutionary new treatment of aesthetics have been used safely for aesthetic applications. Aesthetic thread lifts are usually performed as an outpatient procedure in an aesthetic clinic. The area to be treated is numbed using an aesthetic, and then tiny incisions are made to insert the threads into the skin. The threads are carefully positioned to lift and support the sagging skin or tissues. Once the desired lift is achieved, the excess threads are trimmed, and the incisions are closed. The types of thread can be classified on the basis of mode of absorption, texture, and length. Recent advancements in technology, newer variations of threads in terms of designs, materials, techniques of application, and different clinical indications of a thread lift are associated with facial rejuvenation. Threa...

Face Lift Threads Market Outlook

The global face lift threads market size was valued at USD 368 million in 2023, and it is projected to reach USD 785 million by 2032, growing at a compound annual growth rate (CAGR) of 8.7% during the forecast period. The growing emphasis on minimally invasive cosmetic procedures is a significant growth factor propelling the market.

The increasing demand for non-surgical aesthetic treatments is one of the primary growth drivers for the face lift threads market. With advancements in medical technology, face lift threads have become a popular alternative to traditional surgical facelifts, offering benefits such as reduced recovery time, minimal scarring, and fewer complications. This shift towards less invasive procedures is being driven by an aging population eager to maintain a youthful appearance without the risks associated with surgery. In addition, the rising disposable incomes around the globe have made cosmetic procedures more accessible to a broader audience, further supporting market growth.

Another critical growth factor is the expanding awareness and acceptance of aesthetic treatments among men. Traditionally, cosmetic procedures have been more popular among women; however, changing social norms and increased marketing efforts targeting men have led to a rise in male patients undergoing face lift thread procedures. This demographic shift is opening new avenues for market expansion and is expected to continue driving growth over the forecast period. Moreover, the development of more sophisticated and safer face lift thread materials, such as Polydioxanone (PDO) and Poly L-lactic Acid (PLLA), has also contributed to increased consumer confidence and adoption rates.

The influence of social media and celebrity endorsements cannot be understated in propelling the face lift threads market. Platforms like Instagram and YouTube have become pivotal in influencing consumer decisions about cosmetic procedures, showcasing before-and-after results, and providing platforms for patient testimonials. This increased visibility and accessibility to information have demystified cosmetic procedures, making them more mainstream. Additionally, the proliferation of aesthetic clinics and medical spas offering face lift thread treatments has made these procedures more accessible than ever, further fueling market growth.

Regionally, North America holds the largest market share due to the high adoption of advanced aesthetic procedures, robust healthcare infrastructure, and the presence of key market players. The Asia Pacific region is expected to witness the fastest growth, driven by increasing disposable incomes, a burgeoning middle class, and a growing awareness of aesthetic treatments. Countries like South Korea, Japan, and China are becoming significant markets for face lift threads due to their strong cultural emphasis on beauty and appearance, coupled with increasing medical tourism in the region.

Product Type Analysis

The face lift threads market is segmented by product type into Barbed Threads, Smooth Threads, and Cog Threads. Barbed threads, known for their superior anchoring capabilities, are widely preferred for their effectiveness in lifting sagging skin and providing a more contoured facial appearance. These threads have tiny barbs or hooks that latch onto the tissue, offering better grip and more dramatic lifting effects. As a result, barbed threads have gained substantial popularity among both practitioners and patients, contributing significantly to the market growth.

Smooth threads, on the other hand, are primarily used to stimulate collagen production and improve skin texture rather than providing a strong lifting effect. These threads are often employed in conjunction with other types of threads to enhance overall facial rejuvenation. The growing interest in combination treatments that offer multiple benefits in a single session is boosting the demand for smooth threads. Additionally, smooth threads are less invasive and pose fewer risks, making them an attractive option for individuals seeking gradual improvements without significant downtime.

Cog threads represent another vital segment within the face lift threads market. These threads combine the benefits of both barbed and smooth threads, featuring barbs that provide lifting and support while also promoting collagen production for long-term skin rejuvenation. The versatility of cog threads makes them suitable for various facial areas, including the cheeks, jawline, and neck. The ability of cog threads to offer both immediate and long-

Stair Lift Motors Market Outlook

The global stair lift motors market size was estimated at USD 1.5 billion in 2023 and is projected to reach USD 2.8 billion by 2032, growing at a compound annual growth rate (CAGR) of 7.1% during the forecast period. This growth is primarily driven by the rising aging population and increasing prevalence of mobility impairments. The market is experiencing significant traction due to advances in motor technology and the growing emphasis on home healthcare and accessibility improvements for the elderly and disabled.

One of the primary growth factors for the stair lift motors market is the increasing global elderly population. With advancements in healthcare leading to longer life expectancies, there is a corresponding rise in the number of individuals who require mobility assistance. Stair lifts offer a practical solution for elderly individuals to maintain independence within multi-story homes, driving the demand for efficient and reliable stair lift motors. Additionally, societal shifts toward home-based care for the elderly further compound this demand, as families seek to enhance home accessibility.

Technological advancements in motor design and engineering have also been pivotal in shaping the growth trajectory of the stair lift motors market. Innovations such as quieter, more energy-efficient motors have addressed key consumer pain points, making stair lifts more appealing and accessible. The integration of smart technologies, allowing for smoother operation and enhanced safety features, has increased consumer confidence and adoption rates. As manufacturers continue to innovate, the market is expected to see increasingly sophisticated products that cater to a broader range of needs and preferences.

Government regulations and initiatives promoting accessibility and inclusivity are additional drivers for the market. Various countries have implemented standards and policies mandating the installation of accessibility equipment in public and private buildings. For instance, regulations such as the Americans with Disabilities Act (ADA) in the United States and similar legislation in Europe and other regions ensure that buildings are equipped to accommodate individuals with mobility issues. These regulatory frameworks have created a favorable environment for the stair lift motors market, encouraging both commercial and residential installations.

From a regional perspective, North America and Europe are currently the largest markets for stair lift motors, driven by advanced healthcare infrastructure, high disposable incomes, and strong regulatory support for accessibility solutions. However, the Asia Pacific region is expected to witness the highest CAGR during the forecast period. This growth is attributed to rapid urbanization, increasing healthcare investments, and a growing aging population in countries like China, Japan, and India.

Product Type Analysis

The stair lift motors market is segmented by product type into AC motors and DC motors. AC motors have traditionally been the dominant segment due to their robustness and reliability. These motors are often preferred for their ability to handle higher power loads and their durability in continuous operation scenarios. AC motors are typically used in commercial applications where the stair lifts are subject to more frequent use. Moreover, advancements in AC motor technology have led to quieter and more energy-efficient models, further cementing their popularity in the market.

On the other hand, DC motors are gaining traction due to their superior control and efficiency. DC motors offer better torque at low speeds, which is particularly advantageous for stair lifts as it ensures smooth and steady movement along the staircase. Additionally, DC motors can be powered by batteries, allowing for operation even during power outages. This feature is particularly appealing for residential applications where continuous power supply cannot be guaranteed. The market for DC motors is expected to grow at a faster rate compared to AC motors, driven by these unique advantages and the increasing consumer preference for reliability and safety.

Another crucial aspect influencing the product type segment is the trend towards customization and modular design. Manufacturers are increasingly offering stair lifts with interchangeable motor options, allowing consumers to choose between AC and DC motors based on their specific needs and preferences. This flexibility is particularly beneficial for addressing diverse market demands, from heavy-duty commercial applicat

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Elevator And Escalator Market Size 2025-2029

The elevator and escalator market size is forecast to increase by USD 90.1 billion at a CAGR of 10.8% between 2024 and 2029.

The market is experiencing significant growth, driven by the increasing demand for smart elevators integrated with Internet of Things (IoT) platforms. These advanced systems enable predictive maintenance, energy efficiency, and enhanced safety features, making them an attractive investment for building owners and managers. However, the reluctance of some stakeholders to modernize their existing elevators and prioritize energy savings poses a challenge to market expansion. Despite this, the integration of IoT and automation technologies in elevators and escalators presents a lucrative opportunity for companies to capitalize on the growing demand for efficient, safe, and intelligent vertical transportation solutions. Companies seeking to succeed in this market should focus on offering innovative, cost-effective, and reliable products while addressing the concerns of energy efficiency and modernization reluctance. By staying informed of market trends and addressing these challenges effectively, businesses can position themselves for long-term growth and success in the market.

What will be the Size of the Elevator And Escalator Market during the forecast period?

Request Free SampleIn the realm of vertical mobility, machine room-less elevators and escalators play a pivotal role in structural engineering and building design. Brands strive to uphold their reputation through service agreements and remote monitoring, ensuring ADA compliance and reducing carbon footprints. Rope-less elevators and innovative escalator designs contribute to energy consumption savings. Maintenance contracts, passenger flow management, and traction drive systems are essential for optimal performance and safety. Car safety devices, load capacity, and quality control are paramount in ensuring user confidence. Urban planning integrates destination dispatch systems and data analytics to enhance efficiency. Fire safety systems and project planning are critical components in the construction process. Gearless machines, over-speed governors, and architectural design are key considerations for both functionality and aesthetics. Accessibility standards, speed ratings, and hydraulic elevators cater to diverse building occupancy needs. Building materials, customer satisfaction, and smart city initiatives are driving forces in the market. Safety brakes, interior design, and emergency power systems are integral to maintaining a competitive advantage.

How is this Elevator And Escalator Industry segmented?

The elevator and escalator industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. ProductElevatorsEscalatorsApplicationCommercialResidentialIndustrialTechnologyTractionMachine Room-Less TractionHydraulicTractionMachine Room-Less TractionHydraulicServiceNew InstallationMaintenance RepairModernizationOthersNew InstallationMaintenance RepairModernizationOthersGeographyNorth AmericaUSCanadaEuropeFranceGermanyUKMiddle East and AfricaAPACAustraliaChinaIndiaJapanSouth KoreaSouth AmericaRest of World (ROW)

By Product Insights

The elevators segment is estimated to witness significant growth during the forecast period.The elevator market encompasses various segments, including new installations, maintenance, and modernization. In low-rise buildings below 35 meters, hydraulic elevators are popular due to their cost-effectiveness for maintenance. Mid-size buildings, with heights ranging from 35 to 100 meters, utilize both MRL and traction elevator technologies. Traction elevators are favored for their superior performance, while MRL elevators excel in tight spaces. Gearless traction elevators are the preferred choice for high-rise buildings exceeding 100 meters, offering faster speeds. These structures, often skyscrapers, frequently incorporate destination dispatch technologies. Elevator modernization involves upgrading control systems, safety features, and energy efficiency. Predictive maintenance, warranty programs, and safety inspections are essential components of maintenance contracts. Commercial buildings, including retail stores and office spaces, prioritize elevator systems for customer service and accessibility. Smart building technology integration, such as IoT and cloud-based platforms, enhances performance monitoring and sustainability initiatives. Building regulations and green building standards guide the industry's evolution, emphasizing safety and energy efficiency. Elevator repair services ensure the timely resolution of issues, while installation services enable the integration of new systems. Spare parts and system upgrades mainta

Curved Stairlift Market Outlook

The global curved stairlift market size was valued at approximately USD 1.2 billion in 2023 and is projected to reach USD 2.5 billion by 2032, growing at a compound annual growth rate (CAGR) of 8.5% during the forecast period. The increasing aging population and the rising prevalence of mobility impairments are key factors driving the growth of the curved stairlift market. In addition, the ongoing advancements in stairlift technologies and the expanding geriatric care industry are significantly contributing to market expansion.

One primary growth factor propelling the curved stairlift market is the increasing geriatric population worldwide. As the global population continues to age, the demand for mobility solutions that allow elderly individuals to live independently is on the rise. According to the World Health Organization (WHO), the population aged 60 years and over is expected to reach 2.1 billion by 2050, driving the need for accessible home modifications such as curved stairlifts. This demographic shift is particularly pronounced in developed regions such as North America and Europe, further stimulating market growth.

Technological advancements in stairlift systems are another critical growth driver. Manufacturers are increasingly focusing on incorporating advanced features like remote control operation, battery backup, and improved ergonomic designs to enhance user experience and safety. Innovations such as foldable rail designs, customizable seating options, and smart home integration are making curved stairlifts more appealing and functional. These technological improvements not only cater to the needs of users but also attract a broader customer base, including younger individuals with mobility issues.

The rising awareness of mobility solutions and the benefits of stairlifts is contributing to market growth. Various campaigns and awareness programs by healthcare organizations and stairlift manufacturers are educating consumers about the advantages of using stairlifts. Additionally, the increasing number of home healthcare services and the emphasis on aging in place are encouraging more individuals to invest in home modifications, including curved stairlifts. This heightened awareness is further supported by favorable government policies and financial assistance programs aimed at making home adaptations more affordable for the elderly and disabled individuals.

Stair Chair Lifts are becoming an increasingly popular choice for individuals seeking enhanced mobility solutions within their homes. These devices are specifically designed to assist people with limited mobility in navigating stairs safely and comfortably. Unlike traditional stairlifts, stair chair lifts offer a more versatile and compact design, making them suitable for a variety of stair configurations, including straight, curved, and even spiral staircases. The growing demand for stair chair lifts is driven by their ease of installation and user-friendly operation, which allows users to maintain independence and confidence in their daily activities. As the population continues to age, the need for such accessible home modifications is expected to rise, further boosting the market for stair chair lifts.

In terms of regional outlook, the North American market is expected to hold a significant share of the global curved stairlift market. This is due to the high disposable income, advanced healthcare infrastructure, and supportive government policies promoting independent living for the elderly. Europe is also a prominent market, driven by the aging population and the presence of major market players. The Asia Pacific region is anticipated to witness substantial growth during the forecast period, attributed to the increasing healthcare expenditure, rising geriatric population, and growing awareness about mobility solutions. Latin America and the Middle East & Africa, though smaller in market size, are expected to show gradual growth due to improving healthcare facilities and increasing attention towards elder care.

Product Type Analysis

The curved stairlift market can be segmented by product type into indoor curved stairlifts and outdoor curved stairlifts. Indoor curved stairlifts are designed for use within residential and commercial buildings to help individuals navigate stairs in a safe and convenient manner. These stairlifts are often installed on complex staircases with multiple landings and turns. The demand for indoor curved stairlift

Revenue prospects for the lifting and handling equipment manufacturing industry largely depend on the performance of downstream manufacturing, construction and freight-handling industries and their business expenditure levels. Following the EU referendum, business confidence dipped, weighing on domestic market prospects, as downstream companies restricted their capital spending. Despite the pandemic denting revenue sharply in 2020-21, construction activity has been resilient, with overall growth in the total value of construction negating revenue decline. Exports have grown, spurred by rising foreign construction activity. However, import competition has remained intense thanks to cost advantages held by manufacturing excellence like Germany, driving down prices. Over the five years through 2024-25, the lifting and handling equipment manufacturing industry’s revenue is set to tumble at a compound annual rate of 0.9% to £4.5 billion. During 2020-21, revenue tanked amid consecutive lockdowns, which restricted manufacturing capacity and lowered downstream order volumes. In 2021-22 and 2022-23, manufacturing activity picked up, though easing lockdown restrictions forced manufacturers to operate at reduced capacity while downstream activity rebounded. Over 2023-24, output and order volumes lost pace as a harsh investment environment restricted domestic order volumes, with unprofitable manufacturers exiting the industry. Over 2024-25, revenue is expected to climb by 5.1%, signalling a return to full operating capacity as downstream conditions settle. Over the five years through 2029-30, revenue is projected to swell at a compound annual rate of 5.9% to reach £6 billion. As short-term economic uncertainty dissipates, manufacturing prospects are set to boom, as the economy commences a slow recovery and export opportunities remain. A booming construction sector will benefit lifting equipment makers in the medium-to-long term. Business spending and commercial building construction will also climb, supporting revenue prospects. Similarly, US export opportunities will continue propelling revenue, though an appreciating pound could slam the breaks on export volumes. The average operating profit margin will slowly climb as manufacturers invest in more efficient production methods to compete with the likes of EU and Chinese rivals.