Global smart scale market was valued at USD 2.18 Billion in 2024 and is predicted to reach USD 7.21 Billion by 2034, with a CAGR of 11.6% between 2025 and 2034.

U.S. Industrial Scale Market size was valued at USD 618.10 Million in 2024 and is projected to reach USD 953.78 Million by 2032, growing at a CAGR of 5.67% from 2025 to 2032.Industrial scales are nothing but a heavy-duty weighing equipment capable of withstanding large-scale operations in manufacturing, logistics, agriculture, and recycling industries. Industrial scales offer accurate measurements for a variety of applications, such as inventory management, quality control, and process automation. They are constructed to be durable and accurate, with advanced load cells and digital interfaces to provide reliable performance in demanding industrial environments. Industrial scales play a significant role in ensuring continued compliance with industry regulations and general operational efficiency.The market for Industrial Scale in the U.S. is categorized into seven types: Bench Scales, Floor Scales, Crane Scales, Pallet Scales, Checkweighers, Weighbridges (Truck Scales), and Other Types. Bench scales dominate the U.S. industrial scale market due to their versatility, precision, compact design, and advanced integration capabilities, making them ideal for varied industrial applications.

Discrimination based on skin color, referred to as colorism, has been documented as a con- siderable problem in social science research. Most of this research relies on Likert-type ratings of skin color. For example, the widely used “Massey Martin Scale” (MMS) requires coders to rate subjects on a scale from 1-10, based on the similarity between the subject’s skin tone and ten shades of skin color on a palette. Some scholars have raised questions about measurement error in Likert-type skin color scales. It’s been shown, for example, that Black and White coders apply the MMS differently. We hypothesize that the coding of a person’s skin color will vary depending on the race of persons previously coded. To test this hypothesis, we conducted an experiment using a convenience sample of Mturk workers as coders. We find that the MMS is vulnerable to spillover effects: a person’s skin is coded as “darker,” on average, if he is ob- served following a sequence of White persons than if he is observed following a sequence of Black persons. We also replicate previous work showing that Black and White coders use the scale differently. Finally, having coders cross-reference the palette at the time of coding, rather than recalling the palette from memory, fails to mitigate either race-of-coder or spillover effects. We provide suggestive evidence that use of a pairwise-comparisons approach may overcome some of the issues associated with Likert-type ratings of skin color.

CommonForms: A Large, Diverse Dataset for Form Field Detection

This repository hosts the CommonForms dataset, a web-scale dataset for form field detection, introduced in the paper CommonForms: A Large, Diverse Dataset for Form Field Detection. CommonForms casts the problem of form field detection as object detection: given an image of a page, predict the location and type (Text Input, Choice Button, Signature) of form fields. Key Features:

Scale: Roughly 55,000 documents comprising… See the full description on the dataset page: https://huggingface.co/datasets/jbarrow/CommonForms.

Bathroom Scales Market size was valued at USD 2.27 Billion in 2023 and is projected to reach USD 3.06 Billion by 2031, growing at a CAGR of 3.8% during the forecast period 2024-2031.

Global Bathroom Scales Market Drivers

Health and Fitness Trends: As consumers look to track their fitness progress and keep an eye on their weight, the demand for bathroom scales has increased due to growing awareness of health, fitness, and weight management.

Technological Developments: The rise of smart scales that link to smartphone apps and provide functions like body composition analysis and fitness tracker integration is attracting customers and propelling the market.

Aging Population: As people age, they are more inclined to prioritize health monitoring, which raises the need for trustworthy bathroom scales to measure weight and other health indicators.

The global market is projected to be valued at $1.5 trillion in 2024, driven by factors such as increasing consumer awareness and the rising prevalence of industry-specific trends. The market is expected to grow at a CAGR of 6.5%, reaching approximately $2.7 trillion by 2034.

The product represents a new design of the State Map at a scale of 1:5,000 (SM 5) in vector form, whose advantages are recency and colour processing. The map contains planimetry based on cadastral map, altimetry adopted from the altimetry part of ZABAGED and map lettering based on database of geographic names Geonames and abbreviations of feature type signification coming up from attributes of selected ZABAGED features. This new design of the SM 5 is repeatedly generated once a year on the part of the Czech territory where the vector form of cadastral map is available. Therefore, part of export units (map sheets of SM 5) has not a full coverage (price of such export unit is then proportionally reduced).

Texture type, scale and associated features.

Global patient scales market is expected to generate revenue of around USD 1476.9 Million by 2034, growing at a CAGR of around 6.8% between 2025 and 2034.

ABSTRACT The format of the efficient frontier is an important measure of technical efficiency; additionally, it determines the type of return to scale verified by the model. The classical Data Envelopment Analysis (DEA) model, CCR (Charnes et al., 1978), assumes constant returns to scale; conversely, the BCC (Banker et al., 1984) model presents a concave downward efficient frontier that presumes variable returns to scale. This study examines how different returns to scale can be revealed in DEA, considering the possibility of the existence of a concave upward efficient frontier. This kind of frontier, not yet explored by the DEA literature, can also represent viable production, seeing that an increase of the inputs causes an increase of the outputs. Considering this, a concave upward efficient frontier presents a variable return to scale, but with different characteristics from those of the concave downward BCC efficient frontier. This proposal is important because it considers the possibility of an efficient frontier that represents different samples of decision-making units (DMUs). An upward curve would better represent DMUs of smaller production scales that have increased marginal productivity but cannot act as efficiently as larger scale units.

The product represents a new design of the State Map at a scale of 1:5,000 (SM 5) in vector form, whose advantages are recency and colour processing. The map contains planimetry based on cadastral map, altimetry adopted from the altimetry part of ZABAGED and map lettering based on database of geographic names Geonames and abbreviations of feature type signification coming up from attributes of selected ZABAGED features. This new design of the SM 5 is repeatedly generated once a year on the part of the Czech territory where the vector form of cadastral map is available. Therefore, part of export units (map sheets of SM 5) has not a full coverage (price of such export unit is then proportionally reduced).

Kitchen Scales Products Market size was valued at USD 1.175 Billion in 2024 and is projected to reach USD 1.776 Billion by 2032, growing at a CAGR of 5.3% during the forecast period 2026-2032.The growing consumer emphasis on maintaining good eating habits is projected to promote kitchen scale use, as consumers track portion sizes and nutritional consumption. Smart kitchen scales that include calorie tracking and app connectivity are becoming increasingly popular among fitness-conscious consumers. This trend is expected to be fueled by a growing demand for home-cooked, balanced meals and diet management methods.

The Global Truck Scale Market size is expected to reach $2.76 billion by 2032, rising at a market growth of 4.9% CAGR during the forecast period.

Key Highlights:

The North America market dominated Global Truck Scale Market in 2024, accounting for a 35.35% revenue share in 2024. The U.S. mar

(Ranked by Mean).

Global Ultrasonic Body Scale Market By Type,By Application,By Region - Trends, Analysis and Forecast till the course of 2029

The global market for digital luggage scales for travel is a moderately sized but steadily growing sector, projected to reach $165 million in 2025. A Compound Annual Growth Rate (CAGR) of 3.7% from 2019 to 2033 indicates consistent market expansion driven by several key factors. The increasing frequency of air travel, coupled with stricter airline baggage weight restrictions, is a primary driver. Consumers are increasingly seeking convenient and accurate weighing solutions to avoid overweight baggage fees, fueling demand for digital scales over traditional analog options. The convenience of digital scales, offering instant weight readings and often featuring additional functionalities like unit conversions (kg/lbs) and tare weight functionality, contributes to their popularity. The market segmentation shows a balance between offline and online sales channels, with both contributing significantly to revenue. The product types, hook-type and strap-type scales, cater to diverse user preferences and luggage types. Competitive landscape analysis reveals numerous players, ranging from established brands like Samsonite and Salter to smaller, specialized manufacturers, indicating a relatively competitive but fragmented market. The geographic distribution of the market likely mirrors global air travel patterns, with North America, Europe, and Asia-Pacific representing significant market shares. Future growth will likely be influenced by technological advancements leading to improved accuracy, durability, and additional features in digital luggage scales. Continued growth in the digital luggage scale market is anticipated due to the rising popularity of travel, particularly among budget-conscious travelers concerned about baggage fees. The increasing integration of smart features, such as Bluetooth connectivity and smartphone app integration, allows for data logging and seamless integration with travel itineraries, offering a premium experience and driving growth in the higher-end segments of the market. The continued expansion of e-commerce platforms provides convenient access to digital luggage scales for consumers worldwide, driving online sales. However, potential restraints include the relatively low price point of the products, resulting in price competition among manufacturers, and the potential for consumers to rely on airport scales, although the convenience and pre-departure weight verification offered by personal scales are increasingly valued by frequent travelers. The market's steady growth is expected to continue based on the long-term projections for global air travel and consumer preferences.

Truck Scales Market size was valued at USD 1.2 Billion in 2023 and is estimated to reach USD 4.51 Billion by 2031, growing at a CAGR of 24.1% from 2024 to 2031.

Global Truck Scales Market Drivers

Growing Trade and Transportation: As international trade and logistics expand, there is a growing need for truck scales as more precise weight readings are required for efficiency and compliance.

Regulatory Compliance: Tighter rules governing truck weight limitations to protect the road and guarantee safety promote the purchase of truck scales.

Technological Developments: Scale technology advancements, like digital and wireless systems, improve accuracy and usability, which attracts operators.

Growth in Construction and Infrastructure: As construction and infrastructure development activities increase, so does the demand for trucks and, in turn, truck scales.