#Currency Count Machine Market analysis

[harshadha]

iPhone 16: India's Two-Tiered Dream - Who's Buying & Why It Matters

iPhone 16: India's Two-Tiered Dream - Who's Buying & Why It Matters

The Dual Reality of iPhone Ownership in India

In the world's second-largest smartphone market, the iPhone 16 represents two distinct aspirations. For India's digital-native youth, it's a cultural badge. For the country's ambitious professionals, it's a productivity powerhouse. This exclusive analysis reveals how the same device serves radically different purposes.

The Great Indian iPhone Divide

1. The Social Currency Buyers (Ages 18-25) The Instagram Generation

68% prioritize camera performance for content creation

82% admit social perception influences their purchase

Willing to spend 3 months' allowance/salary

What They Crave: ✓ Trendsetting colors (Product Red always wins) ✓ Cinematic video capabilities ✓ Bragging rights in college corridors

2. The Efficiency-First Buyers (Ages 26-45) The Mobile Office Crowd

91% use their iPhone for work communication

76% consider ecosystem integration crucial

Average upgrade cycle: 2.8 years

Non-Negotiables: ✓ All-day battery for back-to-back Zooms ✓ Secure document handling ✓ Seamless Mac-iPad continuity

The Price Paradox

How India Affords Premium Tech: Purchase Method Youth (%) Professionals (%) No-Cost EMI 73 41 Exchange Deals 58 32 Full Payment 12 54 Corporate Plan 1 28

Festive Season Insights October-January accounts for:

55% of annual iPhone sales

3.5x more youth purchases

Best-ever exchange values (up to ₹25,000 bonus)

5 Emerging Trends

Tier 2 Boom:

42% growth in non-metro iPhone adoption

Jaipur, Coimbatore, Lucknow leading the charge

Refurbished Revolution:

1-year-old models selling at 35-45% discount

Apple Certified program gaining trust

EMI Evolution:

18-24 month plans now most popular

Youth opting for ₹3,999/month plans

Camera Wars:

61% of youth buyers cite camera as #1 factor

Professionals prioritizing document-scanning features

Ecosystem Lock-In:

79% of professionals own 2+ Apple devices

AirTag adoption up 300% year-over-year

The Psychology Behind the Purchase

For Youth: "It's not about having the best phone - it's about not having the worst phone in your friend group."

For Professionals: "My iPhone is my most reliable employee - always working, never complains."

Future Forecast

2025 will see:

iPhone 16 Plus becoming the youth favorite

Pro models dominating corporate purchases

Apple doubling down on Indian manufacturing

Your Decision Toolkit

Before swiping that card, consider:

For Social Buyers: ☑️ Will this model still feel 'cool' in 12 months? ☑️ Are you paying for features you'll actually use?

For Professional Buyers: ☑️ Does the productivity boost justify the cost? ☑️ Have you maximized corporate discounts?

The Bottom Line Apple's genius lies in selling the same device to different dreams. Whether you're capturing reels or closing deals, the iPhone 16 somehow fits both narratives perfectly.

Now We Want to Know Which camp do you belong to? Has your iPhone purchase reason changed over time?

Comment with #iPhoneTwoIndias to continue the conversation!

Coming Soon

Deep dive: Is the Pro Max worth ₹40,000 more?

The hidden costs of iPhone ownership

How to spot the best exchange deals

iPhone 16: The Subtle Upgrades You Might Actually Appreciate

Smartphone upgrades aren't as revolutionary as they used to be, and that's okay. The iPhone 16 continues Apple's tradition of thoughtful refinements rather than flashy reinventions. Here's what's meaningfully different this year.

Smarter Performance Where It Counts The A18 chip delivers Apple's typical 15-20% speed boost, but the real value comes from enhanced machine learning capabilities. Expect:

More responsive Siri interactions

Smarter photo organization

Better predictive text

Improved battery efficiency (about 8% better than iPhone 15)

Displays That Adapt to You While screen sizes remain similar (6.1" and 6.7" for standard models, 6.3" and 6.9" for Pros), Apple is improving:

Peak brightness (up to 3,000 nits in sunlight)

Adaptive refresh rates (1-120Hz)

Better color accuracy for creative work

Camera Improvements You'll Notice The camera system sees meaningful upgrades:

New 48MP ultra-wide sensor (better low-light shots)

Both Pro models get 5x optical zoom

Computational photography handles tricky lighting better

Improved stabilization for video

Thoughtful Hardware Refinements

Redesigned cooling system prevents thermal throttling

All models get the programmable Action button

Slightly larger batteries (about 5% capacity increase)

More durable titanium edges (Pro models)

Who Should Upgrade?

iPhone 11 or older users: Significant improvements

iPhone 12-13 owners: Worth considering

iPhone 14-15 users: Wait unless you need better cameras

The Bottom Line: The iPhone 16 is about polishing an already excellent experience rather than chasing trends. While not exciting on paper, these cumulative improvements create a noticeably better daily experience. The real star might be iOS 18's AI features, which will work best on the new hardware. For most users, this is an upgrade worth making… eventually.

[businessindustry]

2032, Currency Count Machine Market Share, Trends by 2024-2032

The Reports and Insights, a leading market research company, has recently releases report titled “Currency Count Machine Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2024-2032.” The study provides a detailed analysis of the industry, including the global Currency Count Machine Market, size, trends, and growth forecasts. The report also includes competitor and regional analysis and highlights the latest advancements in the market.

Report Highlights:

How big is the Currency Count Machine Market?

The global currency counting machine market size reached US$ 230.2 million in 2023. Looking forward, Reports and Insights expects the market to reach US$ 360.1 million in 2032, exhibiting a growth rate (CAGR) of 5.1% during 2024-2032.

What are Currency Count Machine?

A currency counting machine is a specialized device designed to rapidly and accurately count large quantities of banknotes. It works by automatically sorting and counting bills as they move through its mechanism, often including features for detecting counterfeit notes and sorting by denomination. This technology enhances efficiency and minimizes errors compared to manual counting. Commonly used in banks, retail settings, and financial institutions, these machines may also offer additional functions such as batch counting, totaling, and report generation, making them vital for cash management and processing.

Request for a sample copy with detail analysis: https://www.reportsandinsights.com/sample-request/1960

What are the growth prospects and trends in the Currency Count Machine industry?

The currency counting machine market growth is driven by various factors and trends. The currency counting machine market is growing as the need for efficient and accurate cash management solutions rises across various industries. This growth is fueled by the demand for quicker processing and reduced errors in banks, retail stores, and financial institutions. Technological advancements, including improved counterfeit detection, enhanced bill sorting, and digital integration, are driving market expansion. Additionally, the increasing volume of cash transactions and the push for operational efficiency contribute to the market's development. Leading companies are investing in innovation and broadening their product lines to address the changing needs of customers and support ongoing market growth. Hence, all these factors contribute to currency counting machine market growth.

What is included in market segmentation?

The report has segmented the market into the following categories:

By Product Type:

Basic Currency Count Machines

Advanced Currency Count Machines

Mixed Bill Count Machines

High-capacity Currency Count Machines

Portable Currency Count Machines

Technology:

Optical Sensing Technology

Magnetic Sensing Technology

Ultraviolet (UV) Detection

Infrared (IR) Detection

Magnetic Ink (MG) Detection

End-user:

Banking Sector

Retail Sector

Commercial Sector

Gaming Sector

Hospitality Sector

Features:

Counterfeit Detection

Sorting and Batching

Value Counting

Fitness Sorting

Connectivity Options (USB, Ethernet, etc.)

Distribution Channel:

Online Retailers

Offline Retailers

Direct Sales

Distributors

Ownership Type:

Independent Ownership

Bank-owned

Capacity:

Low-capacity Machines

Medium-capacity Machines

High-capacity Machines

Sales Channel:

New Sales

Aftermarket Sales

Rental/Leasing

Price Range:

Low Range

Medium Range

High Range

Customer Type:

Small and Medium Enterprises (SMEs)

Large Enterprises

Application:

Cash Centers

Retail Stores

Banks

Casinos

Hotels

Counter Type:

Single Counter

Multi-Counter

Authentication Mode:

Manual Authentication

Automated Authentication

Industry Vertical:

Financial Services

Retail and E-commerce

Gaming and Entertainment

Hospitality and Tourism

Others

Market Positioning:

Entry-level/Basic Models

Mid-level Models

Premium/High-end Models

Segmentation By Region:

North America:

United States

Canada

Europe:

Germany

United Kingdom

France

Italy

Spain

Russia

Poland

BENELUX

NORDIC

Rest of Europe

Asia Pacific:

China

Japan

India

South Korea

ASEAN

Australia & New Zealand

Rest of Asia Pacific

Latin America:

Brazil

Mexico

Argentina

Rest of Latin America

Middle East & Africa:

Saudi Arabia

South Africa

United Arab Emirates

Israel

Egypt

Rest of MEA

Who are the key players operating in the industry?

The report covers the major market players including:

Giesecke+Devrient

Glory Ltd.

Cummins Allison

Delarue

Cassida Corporation

Kisan Electronics

Laurel Bank Machines

Innovative Technology Ltd.

BCash Electronics

AccuBANKER

Billcon Corporation

Semacon

Klopp Coin Counter

Magner Corporation

Royal Sovereign International

View Full Report: https://www.reportsandinsights.com/report/Currency Count Machine-market

If you require any specific information that is not covered currently within the scope of the report, we will provide the same as a part of the customization.

About Us:

Reports and Insights consistently mееt international benchmarks in the market research industry and maintain a kееn focus on providing only the highest quality of reports and analysis outlooks across markets, industries, domains, sectors, and verticals. We have bееn catering to varying market nееds and do not compromise on quality and research efforts in our objective to deliver only the very best to our clients globally.

Our offerings include comprehensive market intelligence in the form of research reports, production cost reports, feasibility studies, and consulting services. Our team, which includes experienced researchers and analysts from various industries, is dedicated to providing high-quality data and insights to our clientele, ranging from small and medium businesses to Fortune 1000 corporations.

Contact Us:

Reports and Insights Business Research Pvt. Ltd. 1820 Avenue M, Brooklyn, NY, 11230, United States Contact No: +1-(347)-748-1518 Email: sales@reportsandinsights.com Website: https://www.reportsandinsights.com/ Follow us on LinkedIn: https://www.linkedin.com/company/report-and-insights/ Follow us on twitter: https://twitter.com/ReportsandInsi1

[cashcountingmachinebybankomat]

Note counting machine and its benefits in Retails

Note Counting Machines in Retail: Enhancing Efficiency and Security

In today's fast-paced retail environment, managing cash transactions efficiently is crucial for maintaining customer satisfaction and operational effectiveness. One of the most valuable tools that retailers can invest in is a note counting machine. These machines not only streamline cash handling but also provide numerous benefits that enhance overall business performance.

Key Benefits of Note Counting Machines

Time Efficiency Rapid Processing: Note counting machines can process large volumes of cash in seconds, significantly reducing the time spent on manual counting. For instance, many machines can count over a thousand bills per minute

Increased Accuracy Minimized Human Error: Cash handling is prone to mistakes, especially when done manually. Note counting machines utilize advanced technology to ensure precise counting, effectively reducing discrepancies and losses caused by human error

Counterfeit Detection Built-in Security Features: One of the critical advantages of note counting machines is their ability to detect counterfeit currency. Equipped with various detection technologies such as UV reflection and magnetic thread analysis, these machines can identify fake notes quickly, alerting users immediately

Cost Savings Labor Cost Reduction: By automating the cash counting process, retailers can reduce the number of staff needed for cash management tasks. This not only decreases labor costs but also allows employees to focus on customer service and other essential functions within the store

User-Friendly Operation Ease of Use: Most note counting machines are designed with user-friendly interfaces that allow anyone to operate them with minimal training. They typically feature automatic start/stop functions and clear displays that guide users through the counting process

Enhanced Security Accountability Measures: The presence of a note counting machine increases accountability among employees since all cash transactions are accurately recorded and monitored. This can help deter internal theft and promote a culture of honesty within the workplace

Conclusion

Investing in a note counting machine is a strategic decision for retail businesses looking to enhance their cash management processes. The benefits—ranging from time savings and increased accuracy to improved security—make these machines indispensable tools in modern retail operations. By adopting this technology, retailers can not only streamline their operations but also provide a better experience for their customers, ultimately contributing to greater profitability and success in a competitive market.

[vijukumar]

Banknote Market: Trends, Analysis, and Future Prospects

In the intricate tapestry of global finance, banknotes play a pivotal role as tangible symbols of a nation's economic strength and stability. The banknote market is a dynamic ecosystem influenced by various factors, including technological advancements, economic fluctuations, and evolving consumer preferences. This blog will delve into the dimensions of the Banknote Market, exploring its size, industry analysis, research trends, and the technology driving Banknote Printing Machines.

Banknote Market Size and Industry Analysis:

The Banknote Market has witnessed substantial growth in recent years, driven by factors such as economic expansion, increased currency circulation, and the constant need for secure and sophisticated banknote designs. The Global Banknote/Currency Sorter Market is projected to grow from USD 6.81 billion in 2022 to USD 10.21 billion at a CAGR value of 8.2% from 2022 to 2027. The market size is not only reflective of economic conditions but also the innovations in banknote security features.

As per recent industry analyses, the Banknote Market has experienced steady growth globally. Nations are consistently adapting to new security technologies to combat counterfeiting, leading to an increased demand for advanced banknote printing and processing systems.

Banknote Market Research and Trends:

In a world where digital transactions are on the rise, the Banknote Market is not just surviving but thriving. Research in this domain is crucial for understanding the market's pulse, predicting future trends, and adapting to changing consumer behaviors.

Recent trends in the Banknote Market include a focus on sustainable materials, enhanced security features, and innovative designs that incorporate cultural and historical elements. The market is also witnessing a shift towards polymer banknotes, which offer durability and increased resistance to wear and tear.

Banknote Printing Machine Industry and Market Size:

The Banknote Printing Machine industry is an integral part of the banknote market, providing the technological backbone for producing secure and high-quality currency. The market size of Banknote Printing Machines is directly influenced by the demand for new banknotes and the adoption of advanced printing technologies.

Advancements in printing technologies, such as intaglio and offset printing, are driving the Banknote Printing Machine market forward. Additionally, the integration of digital features and smart technologies in banknotes is creating new opportunities for the industry.

Banknote Processing Systems Market:

Efficient banknote processing systems are crucial for managing the circulation of currency, ensuring accuracy, and preventing counterfeiting. The Banknote Processing Systems Market is witnessing growth as financial institutions prioritize automation and accuracy in currency handling.

From sorting and counting to detecting counterfeit notes, banknote processing systems are becoming more sophisticated. This market is driven by the need for streamlined currency management in a rapidly evolving financial landscape.

Global Banknote Industry Analysis and Market Report:

A comprehensive global banknote industry analysis provides insights into regional variations, market drivers, and challenges faced by different economies. Market reports are valuable tools for stakeholders to make informed decisions, understand competitive landscapes, and anticipate future trends.

Global banknote market prices are influenced by a myriad of factors, including raw material costs, technological investments, and regional economic conditions. A detailed market research report serves as a guide for policymakers, financial institutions, and investors navigating the complexities of the Banknote Market.

Conclusion:

The Banknote Market is not merely about currency circulation; it embodies the intersection of technology, security, and finance. With continuous advancements in printing machines, security features, and processing systems, the future of the banknote market looks promising. As we move forward, staying abreast of market trends, embracing innovation, and prioritizing security will be paramount in shaping the dynamics of this essential facet of global finance.

[infinitiresearch]

Currency Counting Machine Market| Market Size, Share, Trends, Analysis, Growth and Forecast, 2023 – 2027

Originally published on Technavio: Currency Counting Machine Market by End-user, Type, and Geography - Forecast and Analysis 2023-2027

The currency counting machine market is positioned for comprehensive analysis and anticipated growth during the forecast period from 2023 to 2027. This market, critical to financial institutions, retail businesses, and various other sectors, will be examined based on end-user industries, the different types of currency counting machines available, and geographical trends influencing its trajectory.

In terms of end-users, the currency counting machine market caters to a diverse range of sectors, including banks, retail stores, gaming and hospitality, and commercial enterprises. Banks utilize currency counting machines to streamline cash handling processes, enhance accuracy, and improve efficiency in counting large volumes of banknotes. In the retail sector, currency counting machines facilitate quick and accurate cash management, reducing the risk of errors and improving customer service. Gaming and hospitality establishments, such as casinos, also rely on these machines for efficient cash handling. Commercial enterprises across various industries use currency counting machines to manage cash transactions securely and expediently.

The market for currency counting machines encompasses various types, including basic note counters, advanced currency counting machines with counterfeit detection features, and high-capacity currency sorters. Basic note counters are designed for straightforward counting of banknotes, while advanced machines incorporate advanced technologies such as UV (Ultraviolet) and MG (Magnetic) detection to identify counterfeit currency. High-capacity currency sorters are capable of counting, sorting, and validating large volumes of banknotes, offering comprehensive solutions for businesses dealing with significant cash transactions.

Geographically, the global currency counting machine market exhibits a widespread presence, with notable contributions from regions such as North America, Europe, Asia-Pacific, and the Middle East. North America, particularly the United States, is a significant player in the market due to the extensive financial sector and the prevalence of cash transactions in various industries. Europe, with countries like Germany and the United Kingdom, also contributes substantially to the market, driven by the demand for efficient cash handling solutions. The Asia-Pacific region, led by countries such as China and India, is witnessing significant growth due to the expansion of the banking sector and the increasing adoption of cash handling automation. The Middle East, with its growing financial services industry, is also emerging as a noteworthy market for currency counting machines.

To Learn deeper into this report , View Sample PDF

The forecasted period for the currency counting machine market emphasizes the importance of efficient cash management in various industries. As businesses seek to streamline operations, minimize errors, and enhance security in cash handling processes, the demand for advanced currency counting machines is expected to rise. Manufacturers and stakeholders in the industry must stay attuned to technological advancements, regulatory standards, and evolving end-user requirements to capitalize on the expanding opportunities within the global currency counting machine market.

For more information please contact.

[ledenginelight]

Led Engin Products

Subscribe to the Fulham publication, Illuminations, for product news, occasion updates, rising tendencies in the lighting business, and extra. A Light Engine drives the LEDs by regulating energy, managing thermals, and offering safety. Our Light Engines easily integrate into new and present light fixtures.

MRO company Interline Brands can also be owned by The Home Depot, with 70 distribution facilities across the United States. The Home Depot, Inc., commonly generally known as Home Depot, is the most important residence improvement retailer in the United States, supplying instruments, construction products, and services.

The firm is headquartered in incorporated Cobb County, Georgia, with an Atlanta mailing address. Mark Larson, who joined Digi-Key in 1976 as its general manager, became president in 1985. He has led the company from its initial concentrate on the hobbyist market to the expanded promote it serves at present.

The company color is a bright orange , on signs, tools and employee aprons. It was announced in August 2014 that Craig Menear will take over for Frank Blake as CEO while Blake will remain the chairman of the board. 

According to an August 2016 report by Bloomberg Businessweek, aggressive price-chopping decisions that began in 2000 when Lee Scott took over as CEO of the company led to a big enhance in crime in shops throughout the United States. 

While these selections succeeded in growing earnings 23% within the decade that adopted, in addition they led to an increase in each theft and violent crime. In April 2019 Walmart Inc. 

announced plans to increase the usage of robots in shops in order to enhance and monitor stock, clear flooring and unload trucks, a part of the corporate's effort to decrease its labor prices. David Merriman, Joseph Persky, Julie Davis and Ron Baiman did a examine in Economic Development Quarterly outlining the impacts of Walmart in Chicago.

Fulham is dedicated to intelligent, sustainable lighting options that give their users the ability to manage their mild. Quality is excellent they usually add an excellent stage of safety with the brightness of the L.E.D.'s. 

Bought with the Plug-n-Play Lighting Installation Kit (P/N bought individually) so they operate as turn indicators as well as operating lights. Only draw back is the added expense of buying the loom, however the excellent news is I can join a further 3 Goldstrike lighting products to the identical loom as it has 4 retailers. 

As of September 16, 2012, all seven of the box stores in China had been shut down. The Home Depot has no quick plans to additional broaden its specialty stores in China. The firm is taking a "wait-and-see" angle towards the Chinese market, however does not want to completely pull out because re-entry into the market would be very costly.

Walmart Discount Stores, additionally branded as simply "Walmart", are low cost department stores with sizes varying from 30,000 to 221,000 sq. feet , with the average retailer covering 106,000 square toes . Some newer and reworked low cost stores have an expanded grocery department, just like Target's PFresh department.

S-LCD was owned by Samsung (50% plus one share) and Sony (50% minus one share) and operates its factories and facilities in Tanjung, South Korea. 

As of 26 December 2011, it was announced that Samsung had acquired the stake of Sony on this joint venture. In 1980s, Samsung Electronics began to speculate heavily in analysis and growth, investments that had been pivotal in pushing the corporate to the forefront of the global electronics trade. 

In 1982, it constructed a tv assembly plant in Portugal; in 1984, a plant in New York; in 1985, a plant in Tokyo; in 1987, a facility in England; and another facility in Austin, Texas, in 1996. As of 2012, Samsung has invested greater than US$thirteen,000,000,000 in the Austin facility, which operates underneath the name Samsung Austin Semiconductor.

Walmart started changing workers who count currency by hand with machines that count 8 payments per second and three,000 cash a minute. 

The processing machines, positioned in the back of stores, permit cashiers to course of the money for digital depositing. In April 2011, Walmart acquired Kosmix to develop software for analyzing real-time data streams.

 As the largest retailer in the U.S., Walmart collects and analyzes a considerable amount of client data. The huge data sets are mined for use in predictive analytics, which permit the company to optimize operations by predicting customer's habits.

 Following the deadly police shooting of Walter Wallace Jr. in October 2020, Walmart quickly eliminated gun and ammunition displays in thousands of shops throughout the U.S. from sales floors, grounding their reason in issues of civil unrest. Walmart struggled to export its brand elsewhere as it rigidly tried to breed its model overseas.

In 2012, The Home Depot conceded that it misread the nation's appetite for do-it-yourself products. Additionally, The Home Depot promotes compact fluorescent mild bulbs in its stores. 

As part of this effort, the company created the largest recycling program within the United States for the bulbs.In March 2013, Home Depot places in Canada stopped accepting compact fluorescent light bulbs for recycling. 

Home Depot stores average 105,000 ft2 in dimension and are organized warehouse-fashion, stocking a wide variety of provides. Home Depot's two largest stores are positioned in Vauxhall, New Jersey, which encompasses 217,000 ft2 of area, and in Anaheim Hills, California, the place it encompasses 204,000 ft2.  led engine

The mixed firm is focused on optical solutions and serves the complete worth chain in sensing, visualization and illumination, from emitters to sensors and software. In 1998 Osram acquired the lamp enterprise of ECE Industries India Ltd at a value of $9.55 million. 

After a bidding warfare with Bain Capital, Osram was taken over by the Austrian company ams AG in July 2020 and a majority of shares was acquired. That’s why Google engineers spend every single day testing it, conducting tons of of thousands of experiments yearly, resulting in thousands of enhancements.

[thehasanwritesup]

Top 10 Emerging Technology

Today we are going to talk about the top 10 futuristic technology which is going to change the world in a complete way. 

Technology is ever-evolving, regardless of the the current market scenario technology is never limited in any condition. Technology is evolving with ground-breaking innovations to deal with our current issues. I am not at all surprised about people who are making predictions about the future of technology in the coming year. Yes, technology is making our life quite easier, here we will talk about the top 10 emerging technology that is going to be very much impactful for us in coming years. 

• Artificial intelligence

It can be termed as the most transformative evolution in the field of technology. It will in near future be very helpful in the many fields like Healthcare, Entertainment, Cybersecurity, Vital Tasks, Translation & linguistics expertise area, Sports Training, Payments, Business Management & handling, Political Analysis, sports Strategizing, Purchases through Photographs and many more sectors to be named here.

 5G

 o 5G technology is basically a fifth-generation technology standard for broadband cellular networks, Deployment of this technology is already rolled in by many telecom operators worldwide since 2019. 5G wireless technology is meant to deliver higher multi-GBPS peak data speeds, ultra-low latency, more reliability, massive network capacity, increased availability, and a more uniform user experience to more users. Higher performance and improved efficiency empower new user experiences and it connects new industries as well. Now talking about the future impact of this technology trust me it is going to be very promising as 5G is now the driving force behind technologies like Internet of things {IOT}, Artificial intelligence, and machine learning. The list of industries that will benefit from this technology is endless as the capabilities it offers will surpass anything currently in the place.5G have the advanced network infrastructure can help us more fully realize the benefits of cutting-edge technologies and create meaningful impressions for the end users. The areas which will be using these technologies are Healthcare, Healthcare, Manufacturing, Retail, Finance, Energy and Utilities. While these are just a few of the Industries that are going to be benefited from 5G in the near future, this innovation clearly is revolutionary for the world at large. 

 Autonomous Vehicles

 o We can say the transportation has changed the way we have changed our life. So does the Autonomous Transportation is going to do this to world this time. We have seen tremendous evolution in this sector from horses and carts to cars and now automations of the mean. Autonomous Vehicle has been driven by Both technical innovation ad Socioeconomics factors. Till now this technology has achieved impressive milestones. It is in use since 2018 in many countries where they have similar infrastructure. But on the other hand, this technology is full of obstacles and unforeseen challenges. The good thing about this technology is that it has reduced the death rates by 90 % according to a report by McKinsey & Company. And moreover, in the years to come, the vehicles would have the potential to give a performance information and provide information to automakers and drivers about security, performance of the vehicle, Road Condition

 Blockchain 

It is a technology which allows digital information to be distributed but not copied. It is a kind of digital currency as example Bitcoin, Litecoin, Ethereum and the like. Let me explain you how this technology works Once a block is filled with data, it is chained to the previous block, thus making the data chained together in chronological order. Every block will have a unique hash on its own and store the hash of the previous block it was chained to. As soon as a new block is added to a blockchain, the entire blockchain record is updated in all the nodes that are part of the blockchain network, thereby creating a lot of replications of the blockchain so that even if one computer is corrupted or compromised, the entire blockchain data is available in all other nodes. In future the blockchains and cryptocurrency would be a major part of the mainstream financial system and may have to satisfy widely divergent criteria. Some economics analysts predict big changes in crypto when institutional money will enter the crypto market. However, there is a very fine possibility that crypto will be floated on the NASDAQ, which would further add credibility to blockchain and its uses as an alternative to conventional currencies.s •

Human Augmentations 

 o Human augmentations are a technique that is basically aiming towards enhancement of human ability using either medicine or technology, basically focusing on physical and cognitive improvement as an integral part of human body.  Let us make You understand this by an example – Limb Prosthetics, it is created using active control system that will outrun the highest possible performance by natural human parts. Let us dip into past of Human augmentation it is more towards Technological studies rather than to be medicinal research. This technology has helped people with disabilities, along with healing the sick. It is also a technology which promises to end the physical disability and prevent human from different kid if injuries. As per studies in near future this technology can be used as an idea of improving the non-disabled with the help of bionics and prosthetic augmentation. Few more things which this technology can do is bionic human joints, embedded scanning, chemical balancing system to enhance physical activities, permanent and customisable contact lenses, augmented skulls, feet, artificial windpipes for human throats and there are a thousand thing to keep counting and going on. It does not limit it to this thing only, augmentation can offer things beyond our current imagination we are still sceptical about making this technology mainstream.

 Internet of things

Let us understand IOT, Objects or things which are connected with software, sensors, and any technologies for the purpose of exchange of data or connecting with other devices and systems over the internet is referred to as IOT – internet of things .The power of IOT is that it can automate our homes and workplaces and in future it ay be used to design the entire city or state to deal with the traffic congestion parking issues or for making the city greener or environment rich. It will help to build better environments which in nature is intelligent, efficient, and sustainable. IOT has capability of building a smart economy and governance of a particular place or wherever it is applied. It will also enable us to enhance safety, cutting energy usage and cost and reducing environmental impact. Future looks quite promising with the increasing development of IOT.

 Quantum Computing

 o A technology which is very much remarkable trend in the current market scenario, It is a form of computing technology that works on the advantage of quantum phenomena like quantum entanglement and superposition. These computers are now many times faster than regular computers. There are many organisations which are involved in making innovations, to name those company few are as GOOGLE, AMAZON, MICROSOFT, HONEYWELL, SPLUNK. Uses of this technology is vast and cannot be limited to any single field. There are so many fields that is finding this technology useful are Banking and finances to manage credit card risk, analysis of online transactions, high frequency trading and fraud analysis. The future of this technology is quite highly aspiring as it can impact many sectors namely Healthcare, energy, finance, security, and entertainment. It is going to be an industry worth multibillion dollar by the end of 2030. 

 AI CLOUD SERVICES 

 o This technology is mix of few future technologies this is basically the merging of the machine learning capabilities of artificial intelligence with cloud-based computing environment enabling intuitive and connected experiences possible. Let us understand what cloud is first, cloud is a popular storage option used by both consumers and enterprise-level users. With cloud computing, AI is more plausible and With Cloud computing, AI is more plausible and accessible. It is primarily as most of the hardware that people use are incapable of handling AI applications. Yes, we are saying that smartphones and laptops are not competent to manage AI applications on their own Cloud provides better accuracy and speed for many GPU applications like machine vision. Hybrid cloud enables simple tasks to be parsed on device and run locally without the need of an internet connection

 BIG DATA ANALYTICS

This technology is the use pf advanced analytics techniques against very large, diverse data sets that includes structured, semi structured, and unstructured data from different sources and in different sizes from terabytes to zettabytes. Big data are types of data whose size or type of the data that is beyond the ability of traditional relational databases to capture, manage and process the data with low latency, the future of this technology is something like this, it will enable a sharper focus on Data Governance, Decision making will be speed up by this technology through augmented analytics. It will play an important role in research it will be the supplement of researchers. Customer Experiences will be a far better smooth end.  A lot of cloud participation will be increased either it is a public cloud space or private cloud space. This technology will be more accessible using cloud technologies •

Cybersecurity 

This technology is the practice to safeguard our online existence, servers, mobile devices, electronics system, networks, and data from malicious attacks on the digital space. There are many other terms for the same technology i.e.- Information technology security, electronic information security. This technology basically keeps devices free from threat and attacks. There are 5 basics of cybersecurity Change, Compliance, Cost, Continuity, and Coverage. Sooner or later Humans will be replaced from this field and Artificial intelligence will take charge of cybersecurity. The important services of tomorrow demand crucial decisions today. Business change is exponential in that the strategies and changes made today will create the framework from which higher agility and innovation can be obtained. It is this agility that will produce the next and more significant round of transformation to build the business of the future.

[ledgerwalletdevice]

The Credibility of The Device Used for Cryptocurrency Storage

The system that keeps the records of the user-maintained data is that the cryptocurrency device. the entire analysis are going to be maintained in it. The device will have the تطبیقمحفظةلیدجر and therefore the adaptive skills implemented in it. the notice isn't there for using the cryptocurrency device. Many users are misused by not keeping track on the precise information. So, therein cases the users can avail the cryptocurrency devices that are the database kind of device for the entire security.

Securing the cryptocurrency:

The users who have the practice of using the cryptocurrencies will certainly have the motive to secure their private information. Many devices are going to be there within the market which promises that they function properly for the safety and that they even have an honest strategy to store the safety information.For several users, cryptocurrency assets are there and people that have the values stored within the device are often employed by the user at any time. The system that's used for cryptocurrency storage has many uses.كیفیةتحمیلتطبیقلیدجرلایف is important.

Available securing device:

In the market there are many storage devices for cryptocurrency and one among it's the hard wallet, the user's private keys are saved, permitting the handler to stay track of the transactions that's taken place. The machine is that the kind of disk drive that has all the knowledge . For security purposes they need to تحمیلتطبیقمحفظةلیدج for the isolation process is performed for the keys that are secret and confidential. A laptop system or smartphone can also access the system. The crypto-currency are often used counting on the aim . The users can check out the تطبیقلیدجرنانواس which is extremely useful and its uses are more, also known worldwide.

[chetanare]

Global Currency Count Machine Market Gets Significant Impetus During Covid-19 Outbreak; Demand to Sustain Post Pandemic

Global Currency Count Machine Market Gets Significant Impetus During Covid-19 Outbreak; Demand to Sustain Post Pandemic

“2014-2029 Report on Global Currency Count Machine Market by Player, Region, Type, Application and Sales Channel” the new research report adds in kandjmarketresearch.com research reports database. This Research Report spread across 124 Pages, with summarizing Top companies and supports with tables and figures.

The market study also includes the key drivers expected to boost the market growth…

[neharoy11]

Currency Count Machine is a machine that can count money including stacks of banknotes or loose collections of coins. Counters may be purely mechanical or use electronic components. The machines typically provide a total count of all money, or count off specific batch sizes for wrapping and storage. They are commonly used in vending machines to determine what amount of money has been deposited by customers.

[businessindustry]

2032, Currency Count Machine Market Share, Trends by 2024-2032

The Reports and Insights, a leading market research company, has recently releases report titled “Currency Count Machine Market: Global Industry Trends, Share, Size, Growth, Opportunity and Forecast 2024-2032.” The study provides a detailed analysis of the industry, including the global Currency Count Machine Market, size, trends, and growth forecasts. The report also includes competitor and regional analysis and highlights the latest advancements in the market.

Report Highlights:

How big is the Currency Count Machine Market?

The global currency counting machine market size reached US$ 230.2 million in 2023. Looking forward, Reports and Insights expects the market to reach US$ 360.1 million in 2032, exhibiting a growth rate (CAGR) of 5.1% during 2024-2032.

What are Currency Count Machine?

A currency counting machine is a specialized device designed to rapidly and accurately count large quantities of banknotes. It works by automatically sorting and counting bills as they move through its mechanism, often including features for detecting counterfeit notes and sorting by denomination. This technology enhances efficiency and minimizes errors compared to manual counting. Commonly used in banks, retail settings, and financial institutions, these machines may also offer additional functions such as batch counting, totaling, and report generation, making them vital for cash management and processing.

Request for a sample copy with detail analysis: https://www.reportsandinsights.com/sample-request/1960

What are the growth prospects and trends in the Currency Count Machine industry?

The currency counting machine market growth is driven by various factors and trends. The currency counting machine market is growing as the need for efficient and accurate cash management solutions rises across various industries. This growth is fueled by the demand for quicker processing and reduced errors in banks, retail stores, and financial institutions. Technological advancements, including improved counterfeit detection, enhanced bill sorting, and digital integration, are driving market expansion. Additionally, the increasing volume of cash transactions and the push for operational efficiency contribute to the market's development. Leading companies are investing in innovation and broadening their product lines to address the changing needs of customers and support ongoing market growth. Hence, all these factors contribute to currency counting machine market growth.

What is included in market segmentation?

The report has segmented the market into the following categories:

By Product Type:

Basic Currency Count Machines

Advanced Currency Count Machines

Mixed Bill Count Machines

High-capacity Currency Count Machines

Portable Currency Count Machines

Technology:

Optical Sensing Technology

Magnetic Sensing Technology

Ultraviolet (UV) Detection

Infrared (IR) Detection

Magnetic Ink (MG) Detection

End-user:

Banking Sector

Retail Sector

Commercial Sector

Gaming Sector

Hospitality Sector

Features:

Counterfeit Detection

Sorting and Batching

Value Counting

Fitness Sorting

Connectivity Options (USB, Ethernet, etc.)

Distribution Channel:

Online Retailers

Offline Retailers

Direct Sales

Distributors

Ownership Type:

Independent Ownership

Bank-owned

Capacity:

Low-capacity Machines

Medium-capacity Machines

High-capacity Machines

Sales Channel:

New Sales

Aftermarket Sales

Rental/Leasing

Price Range:

Low Range

Medium Range

High Range

Customer Type:

Small and Medium Enterprises (SMEs)

Large Enterprises

Application:

Cash Centers

Retail Stores

Banks

Casinos

Hotels

Counter Type:

Single Counter

Multi-Counter

Authentication Mode:

Manual Authentication

Automated Authentication

Industry Vertical:

Financial Services

Retail and E-commerce

Gaming and Entertainment

Hospitality and Tourism

Others

Market Positioning:

Entry-level/Basic Models

Mid-level Models

Premium/High-end Models

Segmentation By Region:

North America:

United States

Canada

Europe:

Germany

United Kingdom

France

Italy

Spain

Russia

Poland

BENELUX

NORDIC

Rest of Europe

Asia Pacific:

China

Japan

India

South Korea

ASEAN

Australia & New Zealand

Rest of Asia Pacific

Latin America:

Brazil

Mexico

Argentina

Rest of Latin America

Middle East & Africa:

Saudi Arabia

South Africa

United Arab Emirates

Israel

Egypt

Rest of MEA

Who are the key players operating in the industry?

The report covers the major market players including:

Giesecke+Devrient

Glory Ltd.

Cummins Allison

Delarue

Cassida Corporation

Kisan Electronics

Laurel Bank Machines

Innovative Technology Ltd.

BCash Electronics

AccuBANKER

Billcon Corporation

Semacon

Klopp Coin Counter

Magner Corporation

Royal Sovereign International

View Full Report: https://www.reportsandinsights.com/report/Currency Count Machine-market

If you require any specific information that is not covered currently within the scope of the report, we will provide the same as a part of the customization.

About Us:

Reports and Insights consistently mееt international benchmarks in the market research industry and maintain a kееn focus on providing only the highest quality of reports and analysis outlooks across markets, industries, domains, sectors, and verticals. We have bееn catering to varying market nееds and do not compromise on quality and research efforts in our objective to deliver only the very best to our clients globally.

Our offerings include comprehensive market intelligence in the form of research reports, production cost reports, feasibility studies, and consulting services. Our team, which includes experienced researchers and analysts from various industries, is dedicated to providing high-quality data and insights to our clientele, ranging from small and medium businesses to Fortune 1000 corporations.

Contact Us:

Reports and Insights Business Research Pvt. Ltd. 1820 Avenue M, Brooklyn, NY, 11230, United States Contact No: +1-(347)-748-1518 Email: sales@reportsandinsights.com Website: https://www.reportsandinsights.com/ Follow us on LinkedIn: https://www.linkedin.com/company/report-and-insights/ Follow us on twitter: https://twitter.com/ReportsandInsi1

[queernuck]

What People Do You Hear Sing: American Hegemony and Orientalist Ideology in Leftist Discussions of Hong Kong

the way in which discussions of the MCU in relation to China have often been a means of excusing Marvel and Disney from their own decisions and instead pushing questions of taste, aesthetics, and the role of the blockbuster in American cinema and global cinema more widely as part of the American cultural war machine and global patterns of consumption-production is being brought to a head by comparatively petty bickering between Disney and Sony. and, of course when we discuss consumption of media, the notion of China as a market, as a nation, the way in which China and the US interact with one another is something that comes up. it is an especially pertinent discussion at this moment, when ideation of the Orientalist “other” is on the tips of many politicians’ tongues, the discussion of Trump’s comments on Xi Jinping (and their likening to his remarks on Kim Jong Un) and how discourses about Hong Kong are impacted by this, the way that the trade war with China and apparent fears of a recession are part of a wider array of discussions about how exactly import and export as processes of exchange, ideologies of transferrence and the libidinal flows involved lead to the kind of ideology seen in Western analysis of Hong Kong’s protests

first, a discussion worth mentioning is how attempts at assessing US Hegemony can lead one can enter into a kind of simple (but common) anti-imperialist analysis, offering that in a case of imperialist aggression, one cannot help but root for the defeat of one’s own nation. this proves true in places like Iraq and Afghanistan, entirely without offering support for fundamentalist violence, something that absolutely must not be confused. the way in which this manifests as celebrating events as US defeats rather than celebrating them as victories can then, perhaps, be applied to various supposed anti-imperialist oppositions: China impacting American hegemony through economic actions, Russia weakening American neoliberal hegemony through military action and favoring the Syrian state as a means of opposing ISIS as well as opposing US-backed or US-allied hegemony in nations like Ukraine, a kind of celebration of these as courses of opposition rather than in-themselves is something that is commonly criticized as a remnant or as a “tankie” position, rather than recognized as at least a potential means of celebrating US hegemony as becoming more unsustainable, requiring even more intense flows of libidinal investment, turning against itself as it attempts to transform itself for the many forever-wars it continually finds itself fighting, the transition to recognizing that these are not wars, but are rather colonial occupations, fronts to which young generals and soldiers are sent to be forged in the same tradition as other colonial troops.

The example of leftists who offered some excitement over the election of Duterte in the Philippines due to his nominal anti-US stance despite his own reactionary ideology, the means by which he openly compares his own anti-drug death squads to those of the Nazis, is a feeling that was shared by Philippine Maoists hoping for at least some loosening of American hegemony in the Philippines, despite firmly and resolutely standing against the government regardless of the head of state, despite abandoning negotiations with Duterte’s government rather soon after said negotiations had begun. The relationship between China, the US, and the Philippines involves a great deal of passing-on of settler-colonial ideologies and neocolonial control, is complex, is one where the reprehensible actions of Duterte can be understood as desired by Maoist rebels not as an end in itself, but rather as a means of improving their ability to maneuver against a wider regime that is overall sympathetic to power, to hegemony, that is more than willing to subject the Filipino People to colonial occupation and how their struggle against colonialism is one that they wage regardless of the actual head of government. A defense of Duterte based on his own policies would be outright justification of genocide, and an understanding of how openly his politics were based around using the drug war as a kind of amplification of the drug war waged by the US, as an open excuse for the creation of death squads rather than a somewhat more subtle one as seen in the US and the policies it has endorsed in the name of the War on Drugs and how many have died, have had their lives ruined, how the police has been militarized in response to the escalation of this war and how colonial occupation has been ongoing in black communities, communities of color, how the way in which crack was only a problem for the government when it could be used to kill in communities of color, how opiates have been used to  

The notion that any singular analysis has a monopoly on correct methodologies of analysis in any category is a rejection of the principles behind even the most materialist, scientific implementations of Maoist thought, of Marxist-Leninist discussion, of exactly what the “material” constitutes and how to divide that from the immaterial, the ideological, through a kind of anti-metaphysics of political maneuver. Furthermore, when founded on opposition to an action or policy rather than out of a singular and united action, one finds that a protest transforms into a hyperobject, one wide-ranging in participation and ideological goals, akin to the variance of ideology in assemblies during Occupy Wall Street or found in the protests of the Yellow Vests. Ignoring successes and fetishizing failures, or for that matter creating fantasies out of success and pretending that failure was never found is to condense and ignore the means by which protest occurs in a neoliberal age, the means by which solidarity becomes extended, how messages are received and understood in relation to settler-colonialism and Orientalist understandings of what a protest outside the West constitutes: the way in which Hong Kong now, Euromaidan then, the many ways in which Yankee understandings of leftist movements of numerous tendencies are often based in considering the constituents of such a movement as an unreadable and blank Orientalist “Other”, and how easy it is for reactionary or anticommunist sentiment from liberals to creep into any reading of an action or organization results in a kind of meta-movement within the larger hyperobject of that protest, in the way that the Yellow Vests in Canada constitute a fellow-traveler to numerous fascist movements, how American support for Ukraine has constituted support for the most fascist elements of any movement, and meanwhile as Horvat and Žižek have discussed, the defense of statues of Lenin has been not out of a genuine communist sentiment, but rather out of Lenin as a symbol of Russian identity.

Here, the importance of ideation and ideology in relation to action becomes most clear, in that symbols and actions-as-emblematic lead to certain currents flowing through protests, as the Yellow Vest became a symbol of working class identity and the way in which a diesel tax would disproportionately impact the working class, how the ideological structure of certain actions in Hong Kong designed as attempts to draw international solidarity have become resignified as evidence for reactionary positions (ones which may or more likely may not be held by the protestors themselves, or if so are only being used as a kind of vulgar proxy for other positions) and the way in which aspiration, hope, and attempts at offering a position becomes something just as powerful in reversal and perhaps more vicious. The way in which “Blue Lives Matter” as a direct reversal of the Black Lives Matter movement has become a white supremacist slogan, how support for police has been specifically founded on antiblackness and is most primarily realized as support for antiblack and anti-antifascist actions on the part of police is one example of such a resignification. The way that symbols of supposedly innocuous nature that display a neutral support for agents of state control (control by a justifiable and supportable state, that is) rather than a willingness to at least ignore, and perhaps collaborate directly with, white supremacists is a vital part of understanding exactly how the currency of fascist fantasies adds up. 

Effectively, the means by which one encounters the notion of protest, a kind of removed image of protest, and then understands it will be shaped by the neoliberal structure of the apparatuses of capture and distribution, the producing-production space of content within the Virtual, the sublimation of protest and counterprotest into the Virtual. This is why the avoidance of Riot Porn as a serious politics is necessary, why idle fantasizing about Red Armies and Gulags becomes a kind of ghastly exercise in Marxist-Leninist-Reactionist thought, how the way in which the sublimation of identity politics means that there is no longer a singular “voice” as neoliberalism would like one to believe, but rather that discussions and analysis of what must be supported become the primary point of navigation. 

The importance of understanding postmodern fields of war, the war machines of neocolonialism and the way in which capitalist development in relation to socialist projects as well as anarchist ones involves a great deal of sublimation, violence, exploitation that is focused against revolutionary critique and toward a new anticommunism means that support and solidarity must be offered as part of genuine engagement with not only an idealized version of a protest but the hyperobject of neoliberal interpretation and re-interpretation, idealization of protest as concept and action makes it such that a unified push toward any goal will invite a great deal of reactionary hangers-on, ones which may be counted among allies in a superficial sense, but will inevitably turn when given the opportunity.

To again address Hong Kong, China, to offer the question of exactly what one can hope that protests in Hong Kong will achieve, an outcome which results in full self-determination for Hong Kong, one which fosters a movement that sees it separated from the PRC, will result in, at best, the formation of a state with enormous income inequality, where the movement in question has been opposed or at least viewed with some disdain by capitalists within Hong Kong, and most of all a state which is likely to collaborate or ally closely with American and British interests, even against the will of the people of Hong Kong. Western support for protests in Hong Kong has at many points come from the right, from American republicans who are unwilling to even begin critiquing the PLA and Chinese politics on a grounds of genuine liberation, but rather care about posturing in order to win a trade war and taking Hong Kong protestors as anti-socialist and moreover “pro-democracy” in a way that meaningfully equates to support for American hegemony. Even if the protests in question are ones against Beijing both in concept and in action, to assume that all protestors are reactionary, are themselves asking that the income inequality, the failure to address the legacy of colonial dominance that was retained when the British handed over Hong Kong and how that has been reflected within Hong Kong as a kind of neocolonial violence, the way that protestors have been developing admirable new technologies and weapons of state resistance, ones which protestors the world over would do well to note regardless of their particular affiliations, and even their adoption of Pepe as a symbol not of fascist libidinal flows but of liberation and the resignification of hegemony can be considered worthwhile victories. However, that there have been protestors who have waved American flags and as a result have been fetishized by Western “supporters” that likely hope for more and more brutal crackdowns, that look to use these protests as a cynical vector of American power and interest (regardless of the presence (or lack) of any Western involvement in directing protests) flows into how Americans look at actions in Venezuela, Cuba, the DPRK, and even internally and look to reinterpret them as pushing a kind of “democratic” hegemony which privileges landlords, the bourgeoisie, interests of maintaining a self-same hegemony. 

When Laclau & Mouffe offer the model of Radical Democracy, they emphasize that hegemony as a force is built not from some intractable evil, or capitalist ideology, but is simply a means of describing dominance of power. The potential for radical democratic organizing through post-Marxist means in Hong Kong is certainly great, is certainly an opportunity which should be supported specifically because addressing the incredible disparities of capitalist violence in Hong Kong, highlighting the failures of the PRC (regardless of its merits or lack thereof) and most of all understanding that this lack of understanding is due largely to how discussions are contained within hegemonic, capitalist apparatuses of capture, how most sources will be in one way or another reactionary, how the loudest sources are ones that support Hong Kong out of cynicism and imperialist aspiration such as The Economist, the way in which dominance of a Western and at the end Orientalist critique in both support and detraction pervades other discourses must be acknowledged. The moment of spontaneous collaboration, using an assembled knowledge of a rather famous musical about rebellion and liberation seen in the singing of “Do You Hear The People Sing” by a group of protestors must be acknowledged as a moment in which the aesthetics of protest become interpreted and re-interpreted infinitely by apparatuses of capture that have a definite influence from American cultural hegemony. When companies like Disney create the pop culture of the world, when artists and writers from America or American allies are the dictators of the pop-cultural norms of numerous nations, when American films outgross even the totality of Indian films (despite India producing an order of magnitude more features in a given year) the role of these articulations and rearticulations, the means by which a kind of simulacra of a neat, clean, and singular entity of critique is exchanged within hyperreal spaces of consideration, the role of American hegemony in dictating even how it can be opposed, questioned, and what sorts of opposition are acceptable becomes somewhat clear. Certainly, there is an “external” to this structure, but exactly how much one can look for a true “externality” to the structure from within it, while using platforms dominated by American ideology is questionable.

[amazonadvertising]

AiHello AutoPilot Machine Learning Upgrade. Part 1

Upgrading AiHello AutoPilot Machine Learning Infrastructure As a part of iterative process to improve the bid forecast process and help improve sales while also reducing ad costs, we will be experimenting with new algorithms that not only can be more accurate but it can also provide faster responses on sparse data. This will allow our software to start providing accurate forecasts with just few days of data as opposed to the current infrastructure where we need at least 60 days of data before it can make reasonable forecasts. - Introduction of Data Two data tables were used for this analysis: 1) keyword historical sales and bids. (primary table) and 2) user and campaign information (currency information). The keyword-report contains 7 million records containing cost, sales, impressions, clicks over days. After combining the campaign information, all costs and sales are converted into USD currency, The basic cleaning process is: 1) clean keyword text, 2) drop empty keyword text, 3) sum up sales, cost, click, impression for each keyword with the same match type and campaign id on a single day, 4) remove records with 0 click (no method to calculate CPC). After the basic cleaning, CPC is calculated by cost/click; ACOS is calculated by cost/sales (=20 if sales = 0); CTR is calculated by clicks/impressions, CR is calculated by unit/clicks. Then the distributions of the data are summarized in Fig. 2. As highlighted, the differences between min and max are huge, which will affect the performance of the model in the future, so the data are normalized before inputting into machine learning models. Fig. 1: Data Flow Fig. 2: Summary of descriptive statistics of data   - EDA (Exploratory data analysis) 2.1 Influences from match types There are three types of amazon ad match types: 1) broad (keyword is matched to a user’s search term if all the keywords are present in it) , 2) exact (keyword is matched to user’s search terms if it is an exact match of the keyword), and 3) phrase (keyword is matched to a user’s search term if the keywords are present in the same order). This section aims to figure out if the match type will influence the sales and cost. As shown in Fig.3, the exact type has highest sales and clicks, and lowest ACOS (green line), which is better than the other two types. Then after counting the number of records in these three types (Fig. 4), most records are about the exact type, indicating that most people consider the exact better than the other two types as well. Fig. 3: Changes of sales, ACOS, CPC, and clicks over time in three match types Fig. 4: Distribution of three match types 2.2 Influences from regions The whole dataset covers the historical records in different regions such as Europe, United States, Canada, etc. Fig. 5 uses currency to represent curves in different regions. As shown, only USD has records from Jan. 2020 to Apr. 2021, records in other countries miss the early records. Also, the shoppers behavior in different regions are varied. For example, British (GBP represented by the purple curve) reached its peak sales in June 2020, and its curve is fluctuated in sales, ACOS, CPC, and clicks, which are quite different from others. In this case, the region can be one of the features for the prediction model. (This could be biased as our marketing efforts varied by region and the data fluctuation can potentially reflect it) Fig. 5: Changes of sales, ACOS, CPC, and clicks over time in 10 regions. Fig. 6: Distribution of ten regions 2.3 CPC evaluation As the target is to predict the future CPC, it’s essential to evaluate the time series data CPC as well. Based on the region evaluation, the records in USD currency have the longest history, so we decided to use USD CPC as the target in this section. Fig. 7 represents the min, max, mean, and mode CPC over the time. The left top corner pic shows a scatter with pretty high CPC (raw zinc at CPC = 110). The value isn’t reliable, so this record is removed, and then get the new pic as shown at the left bottom corner. However, even after removing the bias, curves for min, mode, and mean are almost overlapped and far away from the max curve. It indicates the distribution of the USD CPC is actually a positive skew. This might lead to some problems for the prediction and potential time series modelling. In this case, we tried to log CPC two times and filter out outliers to check if it helps improve the performance of models. Fig. 7: Evaluation of CPC over the time (a) (b) Fig. 8: Distribution of CPC (a) before two times log, and (b) after two times log - Machine Learning Models 3.1 Models Linear regression, random forest, CNN, lasso regression, gradient boost, XGBoost, and LightGBM are selected to predict the future CPC. The input and output are summarized in Fig. 9. The normalized cost, sales, acos, ctr, cr, and averaged values of these parameters are the input; CPC is the output. Both standard and robust scalars are tried to determine which one is better for the models. Fig. 9: Input and output of the models 3.2 Results Fig. 10 summarizes the results generated by different machine learning models with standard scaler or robust scaler. In general, the models with standard scaling have lower RMSE, MSE, and MAE, so the standard scaler performs better than the robust scaler. When comparing standard scaler and twice log transformation, MAE is further reduced by transferring positive skew into normal distribution. When comparing between different models, random forest performs best among the all. Fig. 10 Results of different machine learning models Then we evaluated the worst and best cases of random forest with a standard scaler. As shown in Fig. 11, the model cannot predict high value CPCs pretty well, but it can predict low value CPCs accurately. It might be due to the positive skewness of CPCs. In addition, since the CPCs with higher than 10 values aren’t reliable (in most cases CPCs are lower than 10), our next step is to filter out these high CPCs and retrain the models to check the results.   This concludes step 1 of our ML infrastructure upgrade. Key take aways 1) Its better to focus on Exact keywords as they are generate higher revenues for slightly more expensive CPC 2) Simpler algorithms (Random Forest Regressor) can be more efficient and accurate as compared to Neural Networks and Deep Learning (CNN) 3) Adding time component might change in favor or Neural Networks especially LSTM Overview of AiHello AutoPilot: Amazon PPC Automation:- https://youtu.be/BThUXd5Ywic   Read the full article

[iconew2018-blog]

Trade The News - Profiting From Trading With Low Latency News Feeds

Experienced traders identify the effects of global changes about Foreign Exchange (Forex/FX) markets, stock markets and futures markets. Factors such as interest rate decisions, inflation, retail sales, unemployment, industrial productions, consumer confidence surveys, business sentiment surveys, trade balance and manufacturing surveys impact currency movement. While traders could monitor this information manually using traditional news sources, profiting from automated or algorithmic trading utilizing low latency news feeds is an often more predictable and effective trading method that can increase profitability while reducing risk.

The faster a trader can receive economic news, analyze the data, make decisions, apply risk management models and execute trades, the more lucrative they can become. Automated traders are generally more successful than manual traders because the automation will use a tested rules-based trading strategy that employs money management and risk management techniques. The strategy will process trends, analyze data and execute trades faster than a human with no emotion. In order to take advantage of the low latency news feeds it is essential to have the right low latency news feed provider, have a proper trading strategy and the correct network infrastructure to ensure the quickest possible latency to the news source in order to beat the competition on order entries and fills or execution.

How Do Low Latency News Feeds Work?

Low latency news feeds provide key economic data to sophisticated market participants for whom speed is definitely a top priority. While the rest of the world receives economic news through aggregated news feeds, bureau services or mass media such as news web sites, television or radio low latency news traders count on lightning fast delivery of key financial releases. These include jobs numbers, inflation data, and developing indexes, from the Bureau of Labor Statistics straight, Commerce Division, and the Treasury Press Space in a machine-readable feed that's optimized for algorithmic investors.

One technique of controlling the launch of news can be an embargo. Following the embargo can be lifted for information event, reporters enter the launch data into electronic file format which is distributed in a proprietary binary file format immediately. The info is sent over personal networks to many distribution points near different large cities all over the world. In order to have the information data as feasible quickly, it is essential a trader make use of a valid low latency information provider which has invested seriously in technology infrastructure. Embargoed data can be requested by a resource not to be released before a particular date and period or unless certain circumstances have already been met. The press is given advanced see in order to plan the release.

News agencies likewise have reporters in sealed Authorities press rooms throughout a defined lock-up period. Lock-up data intervals simply regulate the launch of most news data to ensure that every news store releases it concurrently. This is often done in two methods: "Finger push" and " Change Release" are accustomed to regulate the release.

News feeds feature corporate and financial news that influence trading activity worldwide. Economic indicators are accustomed to facilitate trading decisions. The news headlines is usually fed into an algorithm that parses, consolidates, analyzes and makes trading suggestions centered when the news headlines. The algorithms can filtration system the news, create help and indicators investors make split-second preferences in order to avoid substantial losses.

Automated software trading programs allow faster trading decisions. Decisions manufactured in microseconds might mean a sizeable edge on the market.

News is an excellent indicator of the volatility of market and if you trade the information, opportunities shall present themselves. Traders have a tendency to overreact whenever a news record is normally released, and under-react when there is quite little information. Machine readable information provides traditional data through archives that allow traders to back check price movements against particular economical indicators.

Each national country releases important financial news during certain times of the day. Advanced investors analyze and execute trades nearly when the announcement is manufactured instantaneously. Instantaneous analysis is manufactured feasible through automated trading with low latency information feed. Automated trading can play a role of a trader's risk administration and loss avoidance technique. With automated trading, traditional back algorithms and exams are utilized to choose optimum entry and exit factors.

Traders got to know when the data will be released to learn when to monitor the marketplace. For instance, important financial data in the usa is released between 8: 30 AM and 10: 00 AM EST. Canada releases information between 7: 00 AM and 8: 30 AM. Since currencies span the world, traders may look for a market that is open and ready for trading always.

A SAMPLE of Main Economic Indicators Consumer Price Index Employment Cost Index Employment Situation Producer Price Index Productivity and Costs Real Earnings U. S. Export and import Prices Employment + Unemployment

Where Do You Put Your Servers? Essential Geographic Places for algorithmic trading Strategies

Nearly all investors that trade the news headlines seek to possess their algorithmic trading platforms hosted as close as possible to news source and the execution venue as possible. General distribution places for low latency information feed suppliers include globally: NY, Washington DC, London and chicago.

The ideal places to put your servers are in well-connected datacenters that permit you to directly join your network or servers to the actually news feed source and execution venue. There has to be a balance of distance and between both latency. You should be close more than enough to the news headlines in order to do something about the releases nevertheless, close more than enough to the broker or exchange to really get your purchase in prior to the masses looking to find the best fill.

Low News Feed Providers Latency

Thomson Reuters uses proprietary, state of the innovative art technology to produce a low latency news feed. The news feed is made for applications and is machine readable particularly. Streaming XML broadcast can be used to produce full text message and metadata to make sure that investors hardly ever miss an event.

Another Thomson Reuters information feed features macro- financial events, organic disasters and violence in the national country. An evaluation of the news headlines is released. Whenever a threshold is normally reached by the category, the investor's trading and risk administration program is notified to result in an access or exit stage from the marketplace. Thomson Reuters includes an unique advantage on global news in comparison to other suppliers being probably the most respected business news organizations in the globe if not the esteemed outside of america. They have the benefit of including global Reuters News with their feed furthermore to third-party newswires and Economic data for both USA and Europe. The University of Michigan Study of Customers report is another main news event and releases data twice regular also. Thomson Reuters has exceptional mass media rights to The University of Michigan data.

Various other low latency news suppliers include: Have to know News, Dow Jones News and Rapidata which we will discuss if they make details regarding their services even more available further.

Types of News Affecting the Markets

A news feed might indicate a noticeable alter in the unemployment price. With regard to the scenario, unemployment prices shall present a positive change. Historical analysis may present that the change isn't because of seasonal effects. News feeds show that buyer confidence is increasing due the decrease in unemployment rates. Reports provide a strong indication that the unemployment rate will remain low.

With this information, analysis may indicate that traders should short the USD. The algorithm may determine that the USD/JPY pair would yield the most profits. An automatic trade would be executed when the target is reached, and the trade will be on auto-pilot until completion.

The dollar could continue to fall despite reports of unemployment improvement provided from the news feed. Investors must keep in mind that multiple factors affect the movement of the United States Dollar. The unemployment rate may drop, but the overall economy may not improve. If larger investors do not change their perception of the dollar, then the dollar may continue to fall.

The big players will typically make their options prior to most of the retail or smaller traders. Big player options may affect the market in an unexpected way. If the decision is made on only information from the unemployment, the assumption will be incorrect. Non-directional biassumes that any major news about a country will create a trading opportunity. Directional-bias trading accounts for all possible economic indicators including responses from major market players.

Trading The News - The Bottom Line

News moves the markets and if you trade the news, you can capitalize. There are very few of us that can argue against that fact. There is no doubt that the trader receiving news data ahead of the curve has the edge on getting a solid short-term trade on momentum trade in various markets whether FX, Equities or Futures. The price of low latency infrastructure offers dropped over the past few years making it possible to subscribe to a low latency news feed and receive the data from the source giving a tremendous edge over traders watching television, the Internet, radio or standard news feeds. In a market driven by large banks and hedge funds, low latency news feeds certainly give the big company edge to even individual traders .

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