#Prescriptive Analytics Market
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Rise in need for sophisticated market analytics solutions among businesses across the globe and emergence of advanced technologies such as big data and IoT has proliferated the adoption of analytics to analyze large data silos.
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California's handling of sensitive health information is under scrutiny following a report that data entered by residents on the state's health insurance marketplace was shared with LinkedIn.
Covered California, which runs the state's marketplace, coveredca.com, shared sensitive personal data with LinkedIn, a subsidiary of Microsoft, through embedded tracking tools on the website, nonprofit news organization The Markup reported on Monday.
Covered California confirmed the data transmission in a news release later that day, saying "some sensitive data was inadvertently collected by the tags, including first names, the last four digits of Social Security numbers, and other sensitive health information like pregnancy status."
It added that all advertising-related tags on the website had been turned off as a "precautionary measure," and that it would review the extent of the data shared.
Representative Kevin Kiley, the Democrat from California has called for an investigation. "This is incredibly disturbing," he wrote on X, formerly Twitter.
Newsweek contacted Representative Kiley via social media and email, as well as the press offices of Health Secretary Robert F. Kennedy Jr. and California Governor Gavin Newsom via email outside of regular working hours on Wednesday.
Why It Matters
Concerns over personal data have grown in recent months after it emerged the government's Department of Government Efficiencyworked to gain access to the Social Security Administration's data systems, which hold sensitive personal data about approximately 70 million Americans.
California's sharing of sensitive data with LinkedIn will likely raise similar concerns about threats to Americans' privacy.
What To Know
Trackers on coveredca.com, which was created under the Affordable Care Act, captured users' answers to questions about blindness, pregnancy, high prescription use, gender identity and experiences with domestic abuse, The Markup reported.
The data was then transmitted to LinkedIn using Insight Tag, which uses code to track how visitors interact with websites.
Covered California said in a statement that it "leverages LinkedIn's advertising platform tools to understand consumer behavior;" however, LinkedIn notes on its website that Insight Tag "should not be installed on web pages that collect or contain Sensitive Data."
The LinkedIn campaign trackers began in February 2024 and were removed "due to a marketing agency transition" in early April, Covered California told CalMatters.
Covered California had more than 60 trackers on its site, compared to the average on other government sites of three, CalMatters reported.
What People Are Saying
Covered California said in a news release on Monday: "Covered California is reviewing its entire website and information security and privacy protocols to ensure that no analytics tools are impermissibly collecting or sharing sensitive consumer information. The LinkedIn Insight tags are no longer active and, as a precautionary measure, all active advertising-related tags across the CoveredCA.com website have been turned off.
"Covered California is committed to safeguarding the confidential information and privacy of its consumers. The organization will share additional findings from this investigation as they become available."
California Representative Kevin Kiley, wrote on X: "California's Obamacare website tracked users' personal health information—such as pregnancy and prescription drug use—and sent it to LinkedIn for a 'marketing campaign.' We are asking Secretary Kennedy to investigate for HIPAA violations."
What Happens Next
The Department of Health and Human Services has yet to respond publicly to Kiley's call for an investigation.
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kontextmaschine was never afraid to reblog a post, no matter how low note or niche, and type directly into the reblog text some totally unhinged idiosyncratic shit. he wasnt afraid to post about the kind of porn he was into (girls peeing themselves, guys dominating him). he would share nearly any persona anecdote from his past or present. he talked about the finest gradients of his motor control disability and slight changes in how he jerked off with equal clinical fascination and absolutely no shame. he resolutely did not care if one of his takes on history or on the current political climate didnt sound good, so long as he had support for it. in historical and political matters he was descriptive and analytic, not prescriptive -- which meant his interpretation on what had happened and why could madden just about anyone, but it was never without its reasoning. he correctly predicted the vicissitudes of the portland real estate market. he spoke about being super rich and super intelligent without any of the usual performative hedging that people who are not so secretly proud of such things normally do, so you could actually engage with him directly as That Type of Guy and he wouldnt be threatened by it. if you disagreed with him or even if you insulted him outright, he did not care, he would engage with you earnestly if you said anything that was interesting to him. he just rolled through life motivated by his own strange constellation of beliefs and took things at face value and was never ashamed of what he felt or what fascinated him, and i think there's a lot that many of us can learn from that even if a lot of us have really different value systems from him
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Enterprises Explore These Advanced Analytics Use Cases
Businesses want to use data-driven strategies, and advanced analytics solutions optimized for enterprise use cases make this possible. Analytical technology has come a long way, with new capabilities ranging from descriptive text analysis to big data. This post will describe different use cases for advanced enterprise analytics.
What is Advanced Enterprise Analytics?
Advanced enterprise analytics includes scalable statistical modeling tools that utilize multiple computing technologies to help multinational corporations extract insights from vast datasets. Professional data analytics services offer enterprises industry-relevant advanced analytics solutions.
Modern descriptive and diagnostic analytics can revolutionize how companies leverage their historical performance intelligence. Likewise, predictive and prescriptive analytics allow enterprises to prepare for future challenges.
Conventional analysis methods had a limited scope and prioritized structured data processing. However, many advanced analytics examples quickly identify valuable trends in unstructured datasets. Therefore, global business firms can use advanced analytics solutions to process qualitative consumer reviews and brand-related social media coverage.
Use Cases of Advanced Enterprise Analytics
1| Big Data Analytics
Modern analytical technologies have access to the latest hardware developments in cloud computing virtualization. Besides, data lakes or warehouses have become more common, increasing the capabilities of corporations to gather data from multiple sources.
Big data is a constantly increasing data volume containing mixed data types. It can comprise audio, video, images, and unique file formats. This dynamic makes it difficult for conventional data analytics services to extract insights for enterprise use cases, highlighting the importance of advanced analytics solutions.
Advanced analytical techniques process big data efficiently. Besides, minimizing energy consumption and maintaining system stability during continuous data aggregation are two significant advantages of using advanced big data analytics.
2| Financial Forecasting
Enterprises can raise funds using several financial instruments, but revenue remains vital to profit estimation. Corporate leadership is often curious about changes in cash flow across several business quarters. After all, reliable financial forecasting enables them to allocate a departmental budget through informed decision-making.
The variables impacting your financial forecasting models include changes in government policies, international treaties, consumer interests, investor sentiments, and the cost of running different business activities. Businesses always require industry-relevant tools to calculate these variables precisely.
Multivariate financial modeling is one of the enterprise-level examples of advanced analytics use cases. Corporations can also automate some components of economic feasibility modeling to minimize the duration of data processing and generate financial performance documents quickly.
3| Customer Sentiment Analysis
The customers’ emotions influence their purchasing habits and brand perception. Therefore, customer sentiment analysis predicts feelings and attitudes to help you improve your marketing materials and sales strategy. Data analytics services also provide enterprises with the tools necessary for customer sentiment analysis.
Advanced sentiment analytics solutions can evaluate descriptive consumer responses gathered during customer service and market research studies. So, you can understand the positive, negative, or neutral sentiments using qualitative data.
Negative sentiments often originate from poor customer service, product deficiencies, and consumer discomfort in using the products or services. Corporations must modify their offerings to minimize negative opinions. Doing so helps them decrease customer churn.
4| Productivity Optimization
Factory equipment requires a reasonable maintenance schedule to ensure that machines operate efficiently. Similarly, companies must offer recreation opportunities, holidays, and special-purpose leaves to protect the employees’ psychological well-being and physical health.
However, these activities affect a company’s productivity. Enterprise analytics solutions can help you use advanced scheduling tools and human resource intelligence to determine the optimal maintenance requirements. They also include other productivity optimization tools concerning business process innovation.
Advanced analytics examples involve identifying, modifying, and replacing inefficient organizational practices with more impactful workflows. Consider how outdated computing hardware or employee skill deficiencies affect your enterprise’s productivity. Analytics lets you optimize these business aspects.
5| Enterprise Risk Management
Risk management includes identifying, quantifying, and mitigating internal or external corporate risks to increase an organization’s resilience against market fluctuations and legal changes. Moreover, improved risk assessments are the most widely implemented use cases of advanced enterprise analytics solutions.
Internal risks revolve around human errors, software incompatibilities, production issues, accountable leadership, and skill development. Lacking team coordination in multi-disciplinary projects is one example of internal risks.
External risks result from regulatory changes in the laws, guidelines, and frameworks that affect you and your suppliers. For example, changes in tax regulations or import-export tariffs might not affect you directly. However, your suppliers might raise prices, involving you in the end.
Data analytics services include advanced risk evaluations to help enterprises and investors understand how new market trends or policies affect their business activities.
Conclusion
Enterprise analytics has many use cases where data enhances management’s understanding of supply chain risks, consumer preferences, cost optimization, and employee productivity. Additionally, the advanced analytics solutions they offer their corporate clients assist them in financial forecasts.
New examples that integrate advanced analytics can also process mixed data types, including unstructured datasets. Furthermore, you can automate the process of insight extraction from the qualitative consumer responses collected in market research surveys.
While modern analytical modeling benefits enterprises in financial planning and business strategy, the reliability of the insights depends on data quality, and different data sources have unique authority levels. Therefore, you want experienced professionals who know how to ensure data integrity.
A leader in data analytics services, SG Analytics, empowers enterprises to optimize their business practices and acquire detailed industry insights using cutting-edge technologies. Contact us today to implement scalable data management modules to increase your competitive strength.
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What is Data Analytics in simple words?

Descriptive analytics: – The most basic type of data analytics analyses historical data to identify patterns and relationships. An example of descriptive analytics is analysing sales data to understand trends in monthly revenue. By examining historical sales figures, a company can identify patterns, seasonality, and peak sales periods, helping them make informed decisions about inventory management, marketing strategies, and sales forecasting.
Diagnostic analytics: – Helps businesses understand why things happen by examining data to identify patterns, trends, and connections. For example, data analysts may identify anomalies in the data, collect data related to these anomalies, and implement statistical techniques to find relationships and trends that explain the anomalies.
Predictive analytics: – Uses data analysis, machine learning, artificial intelligence, and statistical models to find patterns that might predict future behaviour.
Prescriptive analytic:– A statistical method that uses both descriptive and predictive analytics to find the ideal way forward or action necessary for a particular scenario. Prescriptive analytics focuses on actionable insights rather than data monitoring.
I hope this blog finds you well and proves to be a valuable resource in your quest for knowledge. If you want to become a data analytics then you must join our Data analytics course. May the information you seek, guide you toward success and growth, Thank you for exploring, and May you find it truly beneficial.
link source:-https://www.dicslaxminagar.com/blog/what-is-data-analytics-in-simple-words/
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By: Rob Henderson
Published: Mar 17, 2024
Back when I was deployed in 2011, I read a fascinating passage in How the Mind Works by Harvard psychologist Steven Pinker.
Pinker, describing the power of familial bonds, wrote, “every political and religious movement in history has sought to undermine the family. The reasons are obvious. Not only is the family a rival coalition competing for a person’s loyalties, but it is a rival with an unfair advantage: relatives innately care for one another more than comrades do.”
Joseph Henrich, professor of evolutionary biology at Harvard, explores the consequences of this idea at length in his recent book The WEIRDest People in the World: How the West Became Psychologically Peculiar and Particularly Prosperous. The book contains a dazzling array of evidence to support Henrich’s thesis for why variation exists among societies, and, in particular, why Europe has played such an outsized role in human history. The word “WEIRD,” stands for “Western, Educated, Industrialized, Rich, Democratic.” It is also a convenient way to communicate that people from such societies are psychology different from most of the rest of the world and from most humans throughout history.
In short, the Western Church (Henrich’s term for the branch of Christianity that rose to power in medieval Europe) enacted a peculiar set of taboos, prohibitions, and prescriptions regarding marriage and family. This dissolved Europe’s kin-based institutions, and gave rise to a more individualistic psychology, which in turn spurred the creation of impersonal markets in which people grew used to interacting with and trusting unrelated strangers, and propelled the development of voluntary institutions, universally applicable laws, and innovation.
Characteristics of WEIRD people
WEIRD people are hyper-individualistic, self-obsessed, nonconformist, analytical, and value consistency. We try to be “ourselves” across social contexts and prize “authenticity.”
The book reviews research indicating that Americans rate those who show behavioral consistency during interactions in different contexts as more “socially skilled” and “likable” compared to those who are more behaviorally flexible. In contrast, non-WEIRD people view personal adjustments as reflecting social awareness and maturity.
In addition to valuing behavioral consistency, WEIRD people are more likely to feel guilt than shame. In contrast, non-WEIRD people are more likely to experience shame as opposed to guilt. Shame is the result of not living up to the expectations of one’s community. Guilt is a private emotion that results from falling short of our own expectations, rather than the community’s.
Relatedly, a recent study found that people can experience shame for being accused of actions they didn’t commit. The accusation alone was enough to elicit this powerful emotion. Shame is a reaction to others believing we did something bad rather than a reaction to actually doing something bad.
Delayed gratification also appears to be more prevalent in WEIRD societies. When researchers offered WEIRD people the choice between a smaller monetary payment up front, or a larger sum later, they tended to choose the larger sum. In contrast, most non-WEIRD people preferred the immediate, smaller, reward.
Interestingly Henrich relays data suggesting that greater patience is most strongly linked to positive economic outcomes in lower-income countries. Put differently, the tendency to defer gratification seems to be especially more important for economic prosperity in countries where formal institutions are less effective. This pattern holds within countries as well, such that patient people obtain higher incomes and more education. Patience is related to success after controlling for IQ and family income, and, even within the same families, more patient siblings obtain more education and higher earnings later in life.
Moreover, WEIRD people are more likely to adhere to rules even in the absence of external sanctions. The book reports that until 2002, U.N. diplomats from other countries were immune from having to pay parking tickets in New York City. Diplomats from the UK, Sweden, Canada, and other countries received a total of zero parking tickets. But diplomats from Bulgaria, Egypt, and Chad, among other non-WEIRD countries accumulated more than 100 tickets per member of their respective delegations. When diplomatic immunity was lifted, parking violations declined, but the gap between countries persisted.
But while they may be patient and rule-following, WEIRD people are more likely to be fair-weather friends. Relative to other populations, WEIRD people assign higher value to impartiality and show less favoritism toward friends, family members, and co-ethnics. We are more likely to abhor nepotism and believe in universally applicable principles.
Suppose you are in a car being driven by your close friend. While driving over the speed limit, he hits a pedestrian. His lawyer tells you that if you testify under oath that he was not speeding, it may save him from serious legal consequences. Does your friend have a right to expect you to lie for him, or do you think he has no right to expect this?
This is called the Passenger’s Dilemma, which has been posed to citizens from countries around the world. People from Canada, Switzerland, and the U.S. generally say your friend has no right to expect you to lie. But most non-WEIRD citizens from places like South Korea, Nepal, and Venezuela say they would willingly lie to help their friend.
WEIRD people make bad friends, but they are more willing to trust strangers. Henrich reports responses from across the globe to the question, “Generally speaking, would you say that most people can be trusted, or that you need to be very careful in dealing with people?” In WEIRD countries, levels of trust were consistently above 50%. In contrast, in Brazil, Trinidad, and Tobago, levels of trust were below 10%.
Furthermore, there is an obsession with intentions—the invisible contents of a person’s mind. When determining the severity of a moral violation, what matters more: Intentions or outcomes? This question varies a lot across societies. WEIRD people are extreme outliers, placing a lot of importance on whether someone “meant” to do something, where as non-WEIRD people focus more on what actually happened and who was affected.
Across 10 diverse societies, Americans placed the most value on intentions, while individuals from Fiji, Papua New Guinea, and Namibia focused more on outcomes. The question of intent is relevant to our current sociopolitical climate. Consider the recent firing of New York Times reporter Donald G. McNeil Jr. The Times concluded that while McNeil showed poor judgment when he repeated the N-word used by another individual, they also stated that he did not harbor “hateful or malicious” intent. Still, Times Executive Editor and Managing Editor fired McNeil anyway, saying “We do not tolerate racist language regardless of intent.” A UCLA professor was suspended under similar circumstances. At least within the context of language, the U.S. may be shifting away from WEIRD moral psychology.
Overall, countries with greater patience, behavioral consistency across social interactions, trust of strangers, adherence to impartial norms, and concern with intentions, have higher GDP, more economic productivity, less corruption, and greater rates of innovation.
Of course, one might argue that such differences stem from formal institutions like courts, police, and governments. But, Henrich asks, how does one get there in the first place?
Why Are We WEIRD?
One key factor is religion. Specifically, what Henrich and other researchers refer to as “Big Gods”—deities that oversee what people do, care whether they behave immorally, and punish wrongdoers. Societies that believe in moralizing gods, who punish wrongdoers, tend to have WEIRDer psychologies. Henrich writes, “if you are weird, you may think that religion always involves morally concerned gods who exhort people to behave properly.” But in fact, this aspect of religion is atypical. For instance, Roman gods were not concerned about immoral behavior such as lying, cheating, and stealing—what upset them was the violation of oaths taken under their name. For instance, merchants had to swear sacred oaths to affirm the quality of their goods. For Roman gods, it was their honor they were concerned about, not the acts themselves.
Across countries, belief in a contingent afterlife that is dependent on how one behaves now is associated with greater economic productivity and less crime. The book communicates research based on data from 1965 to 1995 and found that if the percentage of people in a country who believe in hell and heaven increases by 20 percent, that country’s economy will grow an extra 10 percent over the next decade. Additionally, the greater the percentage of people in a country believe in hell, the lower the murder rate. Intriguingly, the opposite is true for belief only in heaven: That is, the more people within a country believe in heaven but not in hell, the higher the murder rate.
Henrich posits that Christianity, or what he terms the “Western Church,” began in about 400 CE to spread throughout Europe and slowly eroded intensive kin-based institutions and weakened ties with extended family members within communities. The Church supplanted ancestral gods such as Thor and Odin, old Roman deities like Jupiter and Mercury, as well as other variants of Christianity. Additionally, the Church initiated what Henrich terms the “Marriage and Family Program” (MFP). This program dissolved people’s connections to their extended family, banned cousin marriage, and gradually, made the nuclear family and voluntary associations the center of social life.
The extreme incest taboos were enacted in part because the Church did not want to compete with family members for people’s loyalty. Weakening family ties bolstered the Church’s place in people’s hearts. Additionally, the message of the Church spread when young adults would leave their homes in search of a spouse, and when they would form voluntary associations. The Church also blocked the transferring of inheritance to anyone save the genealogical line of descent—that is, birth children, which furthermore eroded kin-based relations.
In more traditional communities of extended families, cousin marriage is rife. But in the medieval European world of scattered farms, villages, and small towns, the extreme incest taboos of the Church compelled people to travel far and wide in search of spouses, who were often in different tribal or ethnic groups. The longer a country’s population was exposed to the Church, the weaker its kin-based institutions and the lower its rates of cousin marriage. Henrich writes, “Each century of Western Church exposure cuts the rate of cousin marriage by nearly 60 percent.”
This had consequences for the personalities of WEIRD people. Success in kin-based institutions relies on conformity, deference to traditional authority, sensitivity to shame, and an orientation toward the collective. In contrast, when relational bonds are weaker and people have to find ways to get along with strangers, success arises from independence, less deference to authority, more guilt, and more concern with cultivating personal attributes and achievement. The emphasis on the individual, as opposed to the group or clan, is characteristic of weird societies.
Henrich shows that the percentage of cousin marriages across countries predicts levels of individualism. The U.S. is famously individualistic, and indeed it scores the highest on the individualism scale and among the lowest on prevalence of cousin marriage. In contrast, countries with a higher prevalence of cousin marriage such as Malaysia and Indonesia score lower on individualism. Prevalence of cousin marriage is also associated with lower rates of trust for strangers, higher willingness to lie for a friend, and lower rates of blood donations.
When researchers invited university students in various countries to play economic games in which they could easily cheat to win more money, students from countries with more cousin marriage were more likely to do so relative to students from countries with fewer intrafamilial marriages. Such differences exist within European countries as well. For example, southern Italians have higher rates of cousin marriage, along with lower trust of strangers and lower blood donations compared with northern Italians.
The Church’s Marriage and Family Program insisted on monogamous marriage, which constrained the darker aspects of male psychology. Polygynous societies create large numbers of young, unmarried men with few prospects and no stake in the future. Henrich argues that the MFP’s strong monogamous marriage norms constrained the darker aspects of male psychology and gave weird societies an edge. Polygynous societies have what Henrich refers to as a “math problem.” Imagine a society with 100 men and 100 women. If 1 man takes 10 wives, that leaves 90 single women and 99 single men. If each of the women pair up with one man, there will be 9 single men leftover. These 9 single men are likely to create problems. Henrich documents how across multiple continents in distinct historical epochs, rulers and kings and emperors often took thousands of wives and concubines, leaving lower ranking men without partners. Such men, especially when young, can be a threat to societal stability.
The book cites a famous study revealing that getting married reduces a man’s odds of committing a crime. The researchers also found that when men got divorced or their wives passed away, their likelihood of committing a crime increased. In short, monogamous marriage cultivated stability in WEIRD societies.
Higher rates of impersonal trust, individualism, and voluntary association helped give rise to markets because people were more willing to trade and deal with strangers. Markets themselves, Henrich argues, promote those same WEIRD traits in a kind of feedback loop. Henrich reports that among hunter-gatherers and subsistence farmers around the world, people who lived closer to markets in which they could buy and sell goods such as honey, butter, and candles played more fairly when researchers invited them to play economic games against strangers to win money. “This research,” the book states, “strongly suggests that greater market integration does indeed foster greater impersonal prosociality.”
Researchers visited 3 different BaYaka communities, a population in the Congo Basin. Two communities were traditional nomadic foragers living in a remote area. The third community lived within a town itself that contained a market. The researchers offered the people a choice between receiving either one soup stock cube now or 5 cubes tomorrow. 54 percent of the BaYaka living within the town chose to wait for the 5 cubes compared with only 18 percent of those living in nomadic camps. The reason is that while people in kin-based communities care a lot about being fair and honest with fellow group members, they have less concern for strangers. Conversely, people used to interacting with strangers in a market context have an incentive to develop good relationships with them.
Still, there may be downsides to impersonal markets. One is that in commercialized societies in which the social sphere is governed by market norms rather than dense networks of interpersonal relationships and extended family can lead some to feel alienated and exploited. The Harvard philosophy professor Michael Sandel, among others, has written about how market relations can crowd out more personal and satisfying interactions.
Markets also shaped WEIRD psychology as it relates to time. The book points out how people in more traditional small-scale societies have a more relaxed relationship to time, and feel less inclined to be punctual. In contrast, WEIRD people generally prefer to be prompt. For Westerners, time is analogous to money. As the book puts it, “WEIRD people are always 'saving' time, 'wasting' time, and 'losing' time...many of us try to 'buy' time...obsessed with thinking about time and money in the same way...Ben Franklin coined the maxim ‘Time is money,’ which has now spread globally.” Henrich shows data indicating that people in more individualistic cities like London and New York walk much faster on average than people in less individualistic cities like Malaysia and Jakarta.
The commodification of time and amplified individualism gave rise to WEIRD societies prizing personal success and investing in one’s own attributes and skills—accruing individual achievements. This shift, alongside the swelling stream of commercial goods in a market society, heightened materialism. Henrich contends that people wanted to buy more items because such items indicated something about their owners and what they valued. “From Bibles to pocket watches,” the book notes, “people wanted to tell strangers and neighbors about themselves through their purchases.”
Relatedly, the book reports research that calls into question some longstanding theories within psychology and behavioral economics, such as the endowment effect. The idea is that people supposedly place greater value on items they possess. For example, if you randomly give one of two different types of pens to WEIRD participants and offer them the chance to exchange it for the other one, they tend to keep the one they were given. Personally owning a thing somehow makes it more valuable.
But the book reviews research at odds with this idea. Researchers randomly gave members of the Hadza—a group of modern hunter-foragers—1 of 2 differently colored lighters to make fire and asked them if they wanted to exchange it for the other color. They traded their lighters about half the time. In other words, they don’t seem to fall prey to the endowment effect.
However, when the researchers administered the study to another Hadza community that was more market-integrated and had experience selling arrows, bows, and headbands to tourists, they kept their lighters 74 percent of the time—indicating that they had fallen prey to the endowment effect. Henrich goes on to cite research showing that Americans exhibit a stronger endowment effect than East Asians. Henrich posits that impersonal markets cultivate an emphasis on personal attributes, and WEIRDer people tend to view objects as extensions of themselves. Thus, they are reluctant to part with them. Another reason is that in kin-based communities, people simply can’t become too attached to their possessions, because social norms dictate that they must be shared.
For example, Henrich contends that the individualism and market societies that arose in part from the policies of the Western Church had profound effects on WEIRD personalities. Psychologists have long assumed that the “Big Five” personality profile, comprising openness, conscientiousness, extraversion, agreeableness, and neuroticism was universal, and that every person could be mapped along these personality configurations. But Henrich refers to this concept as the “WEIRD-5,” because researchers have failed to identify the 5 dimensions in non-student adult populations in Bolivia, Ghana, Kenya, Laos, Sri Lanka, Vietnam, and Macedonia, among other non-WEIRD locations. The reason is because WEIRD societies prize individualism and the cultivation of personal attributes. In contrast, in kin-based groups that are centered on the community rather than the individual, people experience less need to fully express and cultivate their underlying traits. Describing the Tsimane, a population of farmer-foragers, Henrich writes, “everyone has to be a generalist. All men…have to learn to craft dugout canoes, track game, and make wooden bows. Extroverts can’t become insurance salesemen…introverts can’t become economists.”
This WEIRD psychology had implications for laws. Freed from kin bonds, Europeans in medieval Europe were more mobile and flocked to urban centers in search of economic opportunities and romantic mates. Laws became centered more on individuals as opposed to social position or family lineage. Individual-centered legal developments gave rise to “rights,” which Henrich observes, is a historically unusual concept. As he puts it, “from the perspective of most human communities, the notion that each person has inherent rights…disconnected from their social relationships or heritage is not self-evident…from a scientific perspective, no ‘rights’ have yet been detected hiding in our DNA or elsewhere.” Furthermore, the book posits that in many societies, the purpose of law is not to defend individual rights or preserve an abstract sense of justice. Rather, laws are to maintain peace and restore social harmony. Universally applicable laws independent of family, lineage, or relational ties, arose from the individualistic psychology of WEIRD societies.
Toward the end of the book, Henrich also suggests that the impersonal forces of WEIRD societies spurred technological innovation, because individuals were more willing to share their ideas with unrelated people, and were eager to broadcast their ideas because of the associated prestige.
Interestingly, the book suggests that the nuclear family also encouraged innovation. Typically, in kin-based clans, young men typically had to wait their turn to take charge, as the elder men were held in higher esteem. But in medieval Europe, young men were the head of their small households and were perhaps less apprehensive about breaking tradition and more willing to take risks.
A professor once told me a story. He said that as a young man he was at a synagogue, engaging in prayer. He thought prayer was silly, but went along with it to please his family. The rabbi asked them to pray for their loved ones. My professor then said that this reminded of a family friend who had been sick, and, later that week, went to bring him soup. He then asked me: does praying for our loved ones work?
As the world’s leading authority on cultural evolution, a key point Henrich hammers home is that people in both WEIRD and non-WEIRD societies have no idea how and why their institutions and norms actually work. As he puts it, “people rarely understand how or why their institutions work or even that they ‘do’ anything. People’s explicit theories about their own institutions are generally post hoc and often wrong,”
For example, the book describes research from the anthropologist Donald Tuzin, who reports how an Arapesh community called Ilahita had integrated 39 clans encompassing more than 2,500 people. The cooperation of this large community was sustained through mutual obligations, reciprocal responsibilities, and social rituals infused with supernatural beliefs. The villagers believed their community’s prosperity was the result of their rituals. They believed such rituals pleased their gods. And when cooperation broke down, elders attributed this to members not adhering to the rituals properly. The elders would then call for additional rites to better please their deities. This was effective in repairing social harmony.
Henrich describes how it was in fact the social bonding resulting from the activity, rather than pleasing their gods, that resulted in improved cohesion. It is likewise probable that Westerners are mistaken in how and why their own norms and institutions operate, and may well be mistaken in undermining them.
#Joseph Henrich#Rob Henderson#The WEIRDest People in the World#WEIRD#Western Educated Industrialized Rich Democratic#western civilization#western society#prosperity#individualism#individuality#psychology#human psychology#religion#religion is a mental illness
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Melbourne vs Sydney for Master's in Business Analytics
For overseas applicants targeting an Australian master’s degree in the high employability space of business analytics - Melbourne and Sydney both offer thriving tech ecosystems, high livability quotients and academic rigor making decisions tough!
Melbourne fosters more specializations like marketing analytics and research competencies given the city’s vibrant commercial sector covering banking, retail and advertising driving innovation. Sydney however hosts more top-tier global firms especially in management consulting, logistics and financial services which amplify graduate employment despite steep living costs.
While Melbourne nudges ahead for student experience thanks to art culture, festivals and global cuisine options relieving stress for internationals - Sydney delivers a glamorous beachside lifestyle alongside historic charm that post-grads rave over given the sunny openness year-round!
Ultimately academic quality and practical exposure should guide selections from both destinations rather than experiences for career-minded applicants focused on long-term opportunities. Leverage university global alumni networks once done with strategic degrees giving you the flexibility to spread your wings across Australia’s economics powerhouses!
Posted By:
Aditi Borade, 4th year Barch,
Ls Raheja School of architecture
Disclaimer: The perspectives shared in this blog are not intended to be prescriptive. They should act merely as viewpoints to aid overseas aspirants with helpful guidance. Readers are encouraged to conduct their own research before availing the services of a consultant.
#australia#sydney#melbourne#analytics#university#HighEmployability#LivabilityQuotient#AcademicRigor#DecisionMaking#MarketingAnalytics#ResearchCompetencies#CommercialSector#InnovationDrive#ManagementConsulting#Logistics#FinancialServices#GraduateEmployment#StudentExperience#ArtCulture#EnvoyOverseas#EthicalCounselling#EnvoyStudyInAustralia#EnvoyStudyVisa
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The iPaaS Empowerment and Some Essential Capabilities Fueling Success!
iPaaS (Integration Platform as a Service) has proved as a game-changer for businesses to grow & rule the current market with integration, accelerated workflows & enhanced data management solutions. It’s a cloud-based solution that helps in integrating software applications & streamlines operations. A professional iPaaS company can help you with enterprise-level solutions and offers a comprehensive approach that drives success for your organization. Many businesses, irrespective of their size & specification, are going to hire an iPaaS provider because it results more economical & beneficial for their businesses. But, before shifting it to a 3rd party service provider, there are certain factors that you must consider. In this blog, we have compressed some of the most crucial parameters that you must look into while connecting with an iPaaS provider.
Different considerable aspects while going for the iPaaS revolution
Optimized connectivity-
One of the prime qualities of an iPaaS company is to provide uninterrupted connectivity & effortless integration in the system. An iPaaS platform can create comprehensive compatibility & agility that not only connects the applications but also effortlessly integrates with legacy systems, cloud-based apps, APIs & IoT devices. This approach helps businesses a lot in unifying data from different sources, receiving proper data insights, taking data-driven decisions, and streamlining their operations.
Workflow automation-
iPaaS platform can help a business by creating complex workflows with ease through unparalleled workflow automation. It removes the need for human intervention and leads to fewer error occurrences, which are mainly human errors. It makes the process more fluent with a user-friendly interface & visually engaging appearances. Also, there are advanced triggers like real-time notification & supervision that result in optimizing the operations and eventually generating better results for the products & services.
AI-Powered insights-
In the age of data integration & data management solutions, AI has come up with a crucial role that helps in extracting valuable insights from the vast region of information. With advanced analytical tools & technologies, it helps in transforming raw data into actionable insights. This helps an organization identify opportunities & take data-driven decisions. Prescriptive analytics helps in creating customizable recommendations. Leveraging AI, iPaaS empowers companies to track performance, identify & monitor KPIs, and drive continuous improvement across all business functions.
Scalability-
The uninterrupted growth of a business highly relies on scalability & performance efficiency. An iPaaS platform provides advanced data management services by leveraging cloud-native architecture & trending data handling techniques. In this ever-increasing demand of the current business market, scaling capacities & performance assurance ensure the high-end success of a business. The iPaaS platform offers a quick response time & smooth data flow across the system by focusing on strategic implementations & breaking technological boundings effectively.
Data transformation & governance- iPaaS companies can help your business with effective data transformation & governance. To meet the standard regulatory aspects, functions like data encryption, strict data security & data governance are performed. iPaaS platform ensures that the right information is delivered in the right direction at the right time. From data mapping & transformation capabilities to data manipulation & governance, this platform can make it more seamless, holds customers' trust, and enables them to embrace the benefits of data-driven decisions.
Wrapping up
The above-mentioned parameters establish the credibility & expertise of a professional iPaaS company that can help businesses to optimize their digital transformation journey. Vorro’s BridgeGate Integration is an iPaaS that offers a collaborative solution approach to businesses across different industries and helps them to advance their ecosystem with trending technical interventions. As a responsible service provider, we use technology to provide scalable integration solutions by ensuring high-end security measures. If you are someone who is passionate about unlocking the enterprise's success of your business, embrace the power of iPaaS without compromising! We encourage you to welcome this digital revolution today to position your business at the forefront of the market tomorrow!
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The Ascendant System of Insight Market: Turning Data into Decisive Action
In today's relentlessly data-driven world, businesses are drowning in information yet often thirsting for true understanding. While Business Intelligence (BI) tools have long helped us analyze historical data, a new paradigm is emerging: the System of Insight (SoI). This isn't just an evolution of BI; it represents a fundamental shift towards leveraging data for proactive decision-making and achieving tangible business outcomes. The System of Insight market is poised for significant growth as organizations increasingly recognize the limitations of traditional analytics in navigating complex and dynamic landscapes.
The system of insight market size is projected to reach US$ 6.04 billion by 2031 from US$ 1.60 billion in 2023. The market is expected to register a CAGR of 18.1 % in 2023–2031.
What Exactly is a System of Insight?
At its core, a System of Insight goes beyond simply reporting what happened. It analyzes vast datasets – often including real-time streams, unstructured data, and external sources – to generate actionable insights and predict future trends. Unlike BI, which primarily focuses on backward-looking analysis and static reports, SoIs empower users with:
Predictive and Prescriptive Analytics: Identifying potential future scenarios and recommending optimal actions to take. For example, a retailer using an SoI might predict a surge in demand for a specific product based on social media trends and weather forecasts, allowing them to adjust inventory and staffing proactively.
Contextual Awareness: Understanding data within its specific context, considering factors like customer behavior, market conditions, and operational nuances. An insurance company could use an SoI to understand why certain customer segments are more likely to churn by analyzing their interaction history, demographics, and feedback.
Continuous Learning and Adaptation: Utilizing machine learning and artificial intelligence to constantly refine models and improve the accuracy of insights over time. A manufacturing plant might employ an SoI to continuously optimize its production processes based on sensor data and identify potential equipment failures before they occur.
Empowerment of Business Users: Providing intuitive interfaces and self-service capabilities that enable non-technical users to explore data, generate their own insights, and make data-driven decisions without relying solely on data scientists. A marketing manager could use an SoI to identify high-potential customer segments for a new campaign and personalize messaging based on their past behavior.
The Market Landscape: Growth Drivers and Key Players
The System of Insight market is currently experiencing robust growth, driven by several key factors:
Explosion of Data: The sheer volume, velocity, and variety of data being generated are overwhelming traditional BI systems, creating a need for more sophisticated analytical capabilities.
Increasing Adoption of AI and ML: Advancements in artificial intelligence and machine learning are providing the foundational technologies for building powerful and intelligent SoIs.
Demand for Real-Time Insights: Businesses need to react quickly to changing market conditions and customer demands, necessitating real-time analytical capabilities that SoIs offer.
Focus on Customer Experience: Understanding customer behavior and preferences is crucial for competitive advantage, and SoIs provide deep insights into the customer journey.
Digital Transformation Initiatives: As organizations embrace digital transformation, they are recognizing the importance of leveraging data for strategic decision-making.
The market is populated by a diverse range of players, including established analytics vendors evolving their offerings, specialized AI and machine learning startups, and cloud platform providers integrating SoI capabilities into their services. Some key areas of focus within the market include:
Customer Analytics Platforms: Providing insights into customer behavior, segmentation, and personalization.
Operational Intelligence Solutions: Optimizing business processes, predicting equipment failures, and improving supply chain efficiency.
Risk Management and Compliance Systems: Identifying potential risks, detecting fraud, and ensuring regulatory compliance.
Healthcare Analytics Platforms: Improving patient outcomes, optimizing resource allocation, and enabling personalized medicine.
Challenges and Opportunities:
Despite the immense potential, the adoption of SoIs is not without its challenges. These include:
Data Integration Complexity: Integrating data from disparate sources can be a significant hurdle.
Data Quality and Governance: Ensuring the accuracy and reliability of data is crucial for generating meaningful insights.
Skills Gap: A shortage of data scientists and analysts with the expertise to build and deploy SoIs exists.
Organizational Culture: Shifting from a reactive, report-driven culture to a proactive, insight-driven one requires organizational change management.
Ethical Considerations: Ensuring the responsible and ethical use of AI and predictive analytics is paramount.
However, these challenges also present significant opportunities for innovation and growth within the market. Companies that can effectively address these hurdles and provide user-friendly, scalable, and insightful SoI solutions will be well-positioned for success.
Conclusion:
The System of Insight market represents a pivotal evolution in how organizations leverage data. By moving beyond traditional descriptive analytics towards predictive and prescriptive insights, businesses can unlock new levels of agility, efficiency, and competitive advantage. While challenges remain, the powerful capabilities and increasing demand for actionable intelligence suggest a bright future for the System of Insight market, making it a space to watch closely for businesses seeking to truly harness the power of their data.
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A Comparison of the Best Business Intelligence Platforms Available in Dubai
In today’s data-driven business environment, companies in Dubai are increasingly turning to Business Intelligence (BI) platforms to make informed decisions, gain competitive insights, and enhance operational efficiency. From small enterprises to large corporations, the demand for advanced analytics tools is growing rapidly across sectors like retail, finance, real estate, logistics, and more.
But with a wide range of BI software available in the Dubai market, choosing the right platform can be a challenge. This blog provides a comparison of some of the best business intelligence platforms available in Dubai based on features, usability, integration capabilities, and pricing.
1. Microsoft Power BI
Overview: Power BI is one of the most popular BI platforms in the UAE, known for its intuitive dashboards, robust reporting capabilities, and seamless integration with Microsoft products.
Key Features:
Real-time dashboards and visualizations
Integration with Excel, Azure, and other Microsoft services
AI-powered data modeling
Scalable for businesses of all sizes
Pros:
User-friendly interface
Affordable pricing
Strong community and support in the UAE
Cons:
May require Microsoft ecosystem for full functionality
Best For: SMEs and enterprises already using Microsoft 365 or Azure.
2. Tableau
Overview: Tableau is a highly visual BI platform known for its powerful analytics capabilities and interactive data dashboards.
Key Features:
Drag-and-drop interface
Advanced analytics and AI features
Compatibility with multiple data sources
Strong data visualization options
Pros:
Excellent for visual storytelling
Supports real-time data analysis
Highly customizable dashboards
Cons:
Steeper learning curve
Higher cost for enterprise features
Best For: Companies needing advanced visualizations and detailed analytics.
3. Qlik Sense
Overview: Qlik Sense is a self-service BI tool that allows users to explore and analyze data without relying heavily on IT teams.
Key Features:
Associative data model for flexible exploration
AI-enhanced insights
Embedded analytics and mobile support
Strong security features
Pros:
Encourages user independence
High performance even with large datasets
Good local support in Dubai
Cons:
May require training for new users
Complex licensing options
Best For: Mid-sized to large businesses looking for a balance of performance and self-service BI.
4. Zoho Analytics
Overview: Zoho Analytics is a cost-effective and scalable BI platform that caters well to small and mid-sized businesses.
Key Features:
Pre-built connectors for popular apps (CRM, finance, HR, etc.)
AI-driven insights with Zia (Zoho’s AI assistant)
White-labeling and embedded analytics
Real-time collaboration
Pros:
Affordable pricing
Strong integration with Zoho ecosystem
Quick setup and deployment
Cons:
Limited advanced analytics compared to enterprise platforms
Best For: Startups and SMEs in Dubai looking for budget-friendly analytics tools.
5. SAP BusinessObjects
Overview: SAP BusinessObjects is an enterprise-grade BI suite that provides comprehensive reporting, analysis, and data management tools.
Key Features:
Enterprise-level scalability
Predictive and prescriptive analytics
Integration with SAP ERP systems
Centralized data governance
Pros:
Suitable for large-scale operations
Robust security and compliance features
Deep analytics capabilities
Cons:
Expensive
Requires technical expertise
Best For: Large corporations with complex BI and ERP requirements.
Final Thoughts
Choosing the right Business Intelligence Software Dubai depends on several factors such as business size, existing IT infrastructure, budget, and the level of analytics needed. While Power BI and Tableau are leading choices for most businesses, Zoho Analytics offers great value for startups, and SAP BusinessObjects is ideal for large enterprises seeking deep integration with ERP systems.
To ensure a successful BI implementation, Dubai-based companies should evaluate their business goals, involve key stakeholders, and consider working with a local implementation partner for tailored support and training.
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How Medical Marketing Services Help Launch New Healthcare Products
Bringing a new healthcare product to market—whether a pharmaceutical drug, a medical device, or a digital health solution—is a complex process that goes far beyond product development. A strategic marketing plan is essential to ensure a successful launch. Medical marketing services provide healthcare companies with the expertise and tools needed to introduce new products effectively to both professionals and consumers.
From market research to campaign execution, medical marketing agencies offer end-to-end solutions tailored to the healthcare industry. Before launch, they conduct in-depth market analyses to identify target demographics, assess competitors, and determine the product's unique selling propositions. This foundational research guides the messaging and positioning of the product to ensure it resonates with intended audiences.
One of the core strengths of medical marketing services is their ability to translate complex clinical information into compelling, understandable content. Medical writers, copywriters, and content strategists collaborate to craft messaging that is scientifically accurate and engaging—whether it's for a medical journal ad, an explainer video, or social media promotion.
In B2B settings, medical marketing services help engage healthcare professionals (HCPs) by creating tailored campaigns. This includes email campaigns, webinars, continuing medical education (CME) programs, and branded content in industry publications. Such efforts build awareness and trust among doctors, pharmacists, and specialists who are critical decision-makers.
For consumer-facing campaigns, medical marketing services develop targeted materials that focus on the benefits, safety, and accessibility of the product. Multichannel strategies include online advertising, influencer partnerships, and public relations to generate buzz and drive demand. Campaigns are also tailored to meet the strict advertising regulations that govern healthcare communications, ensuring compliance and ethical promotion.
An important aspect of launching a healthcare product is gaining visibility in the digital space. Medical marketing services provide SEO-optimized content, manage pay-per-click (PPC) campaigns, and run social media ads to boost online presence. They also optimize company websites to improve user experience and conversion rates.
Product packaging, labeling, and patient information leaflets must also be considered as part of the marketing plan. Medical marketers collaborate with regulatory experts and translation professionals to ensure that these materials are informative, compliant, and linguistically appropriate for all target regions.
Furthermore, medical marketing services use performance analytics to measure the success of the launch. Metrics such as engagement rates, prescription uptakes, and website traffic are analyzed to refine ongoing strategies and maximize return on investment (ROI).
In conclusion, launching a new healthcare product is a high-stakes endeavor that demands strategic planning, creative execution, and industry knowledge. Medical marketing services play an indispensable role in this process by bridging the gap between scientific innovation and public understanding. With their help, healthcare companies can accelerate product adoption, build brand credibility, and improve patient outcomes in the marketplace.
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Describe Logility Decision Intelligence Platform

The Logility Decision Intelligence Platform is an advanced supply chain management solution that leverages artificial intelligence (AI), machine learning (ML), and prescriptive analytics to drive faster, smarter decisions. It helps businesses optimize inventory, forecast demand, manage supply planning, and improve overall agility. By integrating data from various sources, the platform delivers end-to-end visibility, scenario analysis, and automation to enhance supply chain resilience. Designed for scalability and real-time collaboration, Logility supports industries such as retail, manufacturing, and distribution in improving efficiency, reducing costs, and meeting customer expectations in an ever-evolving global market.
Contact us at: https://velexp.com
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Advanced Business Data Analytics Tools, Software, and Services
In today’s fast-paced digital economy, businesses generate massive volumes of data every second. To remain competitive, organizations must move beyond traditional reporting and embrace advanced business data analytics — unlocking actionable insights, improving decision-making, and driving innovation.
What is Business Data Analytics?
Business data analytics refers to the process of collecting, analyzing, and interpreting large sets of data to guide business strategy. It involves descriptive, diagnostic, predictive, and prescriptive techniques to turn raw data into value.
Key Benefits of Business Analytics Tools and Services
Informed Decision-Making Analytics enables executives to base decisions on real-time insights rather than intuition.
Operational Efficiency Identify bottlenecks, optimize workflows, and improve resource allocation.
Customer Understanding Analyze customer behavior and preferences to personalize experiences and increase satisfaction.
Market Trend Forecasting Predict emerging trends and stay ahead of competitors.
Risk Management Identify anomalies and forecast risks using predictive models and AI-driven algorithms.
Advanced Tools and Software for Business Analytics
Top analytics platforms offer a wide range of features, including:
Data Visualization Tools (e.g., Power BI, Tableau)
AI & Machine Learning Integration
Real-Time Dashboards
Predictive & Prescriptive Analytics Engines
Cloud-Based Data Warehousing Solutions
Comprehensive Analytics Services
Expert analytics service providers deliver:
Consulting and Strategy Planning
Custom Dashboard Development
Data Integration and Preparation
Managed Analytics Services
Training and Support
Why Choose PiLog for Business Data Analytics?
PiLog provides powerful, AI-enabled data analytics solutions tailored to enterprise needs. From real-time dashboards to advanced data modeling and reporting, PiLog empowers businesses to:
Accelerate decision-making
Uncover hidden opportunities
Drive digital transformation with confidence
#Business Data Analytics#Analytics Software#Data Visualization Tools#Predictive Analytics#Data Analytics Services
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Rising Demand and Advancements Shaping the U.S. Ambulatory EHR Market
Market Overview
The U.S. ambulatory electronic health record (EHR) market is experiencing consistent growth, propelled by multiple factors including increasing government initiatives, shifting patient preferences, and rapid technological integration. As the healthcare industry continues to evolve, the adoption of EHR systems in ambulatory care settings has become essential for improving efficiency, lowering costs, and enhancing patient outcomes.
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Government Support Accelerates EHR Adoption
A major driver in the U.S. ambulatory EHR market is the growing government support for the adoption of EHR systems. The U.S. government has prioritized the transition from traditional paper records to digital health solutions due to the numerous benefits they offer. These include improved care coordination, quicker access to patient records, reduced paperwork, better diagnostic accuracy, and enhanced patient engagement.
As of 2021, the National Coordinator for Health Information Technology reported that 88% of office-based physicians in the U.S. had implemented EHR systems, and 78% had adopted certified EHR solutions. Government-led initiatives aimed at promoting EHR and EMR usage across various healthcare facilities have also played a significant role in increasing awareness and adoption among outpatient centers across the nation. The advantages offered by EHRs not only support healthcare providers but also empower patients with improved transparency and participation in their care journey.
Patient Preference Shifts Toward Ambulatory Care
The preference for ambulatory care among patients has been increasing steadily, primarily due to its convenience and cost-efficiency. Outpatient treatments are now the favored choice for many, reducing the demand for prolonged hospital stays. Ambulatory Surgery Centers (ASCs) have seen consistent growth over the past decade, with over 6,377 ASCs operational in the U.S. as of August 2024. These facilities typically discharge patients within 23 hours, reducing exposure to hospital-acquired infections and minimizing healthcare costs.
This shift has been further encouraged by advancements in clinical technologies and healthcare systems’ transition toward value-based care. The ability to achieve faster recovery and avoid unnecessary hospital stays makes ambulatory settings attractive for both patients and providers. Additionally, the lower operational costs—stemming from decreased staffing and equipment needs—are leading to increased investment and expansion of outpatient centers.
Healthcare networks are now more inclined to acquire and expand outpatient facilities to maintain patient continuity and enhance referral channels. This trend is also fueling the need for integrated digital systems such as EHRs and telehealth platforms. With greater accessibility and reduced service charges compared to hospitals, ambulatory centers are fast becoming a central part of modern healthcare delivery in the U.S.
AI and Machine Learning Present New Opportunities
Another significant growth opportunity in the U.S. ambulatory EHR market lies in the integration of artificial intelligence (AI) and machine learning (ML) technologies. These tools are poised to revolutionize EHR systems by enhancing their ability to analyze and manage complex datasets, offering clinicians actionable insights for better decision-making.
EHRs serve as a central repository of critical patient data, including medical histories, treatments, prescriptions, allergies, immunization records, and lab results. With AI and ML, this data becomes even more valuable. These technologies enable applications such as predictive analytics, natural language processing, regulatory compliance, and clinical decision support, leading to smarter, more efficient healthcare delivery.
AI has already shown promise in specialized areas like cardiology, aiding in early detection of heart conditions and risk assessments for coronary artery disease. Despite current limitations, ongoing advancements are expected to significantly enhance the flexibility and intelligence of EHR systems. Companies are also beginning to offer AI-powered features like data extraction from free-text inputs, automated documentation, and real-time user adaptation, all aimed at improving treatment quality and patient outcomes.
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Cloud-Based Solutions Lead in Deployment Mode
When segmented by deployment mode, cloud/web-based ambulatory EHR solutions are anticipated to dominate the market in 2024, capturing a substantial 79.2% share. This dominance can be attributed to the cost-effectiveness and operational advantages of cloud systems. These include reduced upfront costs, automatic data backups, minimal maintenance requirements, faster implementation, and strong data security.
Additionally, cloud-based systems offer better scalability and real-time monitoring, making them a preferred choice over on-premise systems, particularly for practices looking to modernize their operations with limited IT infrastructure.
All-In-One EHR Systems Hold Market Majority by Type
The U.S. ambulatory EHR market is also segmented by type into all-in-one and modular systems. In 2024, all-in-one ambulatory EHR solutions are expected to account for a significant 68.2% of the market. These systems provide a streamlined user experience by integrating multiple functions into a single platform, which simplifies usage and enhances practice efficiency.
The seamless integration of software and hardware in all-in-one systems reduces complexity, improves functionality, and meets the diverse needs of large healthcare practices seeking comprehensive digital solutions.
Large Practices Dominate by Practice Size
In terms of practice size, large practices are projected to capture the largest share of 49.6% of the U.S. ambulatory EHR market in 2024. These practices typically have stronger financial resources and greater bargaining power when negotiating with EHR vendors, enabling them to invest in high-quality, scalable systems.
Moreover, large practices are more likely to implement advanced healthcare technologies that integrate easily with EHR systems, helping them stay compliant and competitive in an evolving regulatory landscape. Notably, this segment is also expected to register the highest CAGR during the forecast period.
Practice Management Leads Applications
Among applications, practice management is forecasted to be the top segment in 2024, representing 26.0% of the U.S. ambulatory EHR market. This dominance is due to the central role that practice management software plays in the daily operations of outpatient practices. From scheduling appointments and managing patient data to billing and claims processing, these tools are vital for ensuring smooth clinical workflows.
Most practice management platforms now offer features such as document handling, demographic tracking, resource allocation, and financial analytics, all of which contribute to increased efficiency and cost savings.
Hospital-Owned Centers Lead End User Segment
When it comes to end users, hospital-owned ambulatory centers are set to hold the largest market share in 2024. These facilities typically have better access to funding and are required to meet stricter standards of accreditation. This makes them more inclined to adopt advanced EHR systems to manage complex patient data and maintain regulatory compliance.
The push to structure and analyze vast volumes of unstructured health data further drives the adoption of EHRs in hospital-owned outpatient centers, solidifying their position as major contributors to market growth.
Competitive Landscape and Market Players
The competitive landscape of the U.S. ambulatory EHR market includes major players such as Greenway Health, CureMD Healthcare, AdvancedMD, Inc., Kareo, Inc., CompuGroup Medical Inc., Athenahealth, Inc., Nextgen Healthcare Inc., and eClinicalWorks LLC. These companies are actively investing in product innovation and strategic partnerships to strengthen their market presence.
Recent developments include AdvancedMD’s rollout of over 30 updates to enhance telehealth and e-prescription capabilities, Greenway Health’s partnership with DrFirst to improve medication adherence, and eClinicalWorks’ collaboration with American Medical Administrators to deliver integrated healthcare solutions via its Healow platform.Get Sample Copy @https://www.meticulousresearch.com/download-sample-report/cp_id=5609?utm_source=Blog&utm_medium=Product&utm_campaign=SB&utm_content=30-04-2025
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Healthcare Distribution Market Overview: Growth, Share, Value, Size, and Analysis
"Healthcare Distribution Market Size, Share, and Trends Analysis Report—Industry Overview and Forecast to 2030
The Medical Supply Chain Market is undergoing significant transformation, driven by technological advancements, shifting consumer preferences, and increasing industry investments. According to top market research companies, the Pharmaceutical Logistics Market is witnessing rapid growth as businesses prioritize innovation and efficiency. Companies in the Biopharmaceutical Distribution Market are focusing on data-driven strategies, digitalization, and automation to enhance productivity and meet rising demand. The Healthcare Product Distribution Market is also seeing strong momentum due to regulatory support and evolving industry standards. Leading players in the Hospital Supply Network Market are leveraging advanced analytics and market intelligence to stay ahead of competitors, making the market highly dynamic and competitive.
The Healthcare Distribution Market is poised for significant growth, with a market outlook highlighting substantial growth potential driven by emerging opportunities in key sectors. This report provides strategic insights, demand dynamics, and revenue projections, offering a comprehensive view of the future landscape, technology disruptions, and adoption trends shaping the industry’s ecosystem evaluation. According to Data Bridge Market Research Data Bridge Market Research analyses that the Global Healthcare Distribution Market which was USD 939.27 Billion in 2022 is expected to reach USD 1601.82 Billion by 2030 and is expected to undergo a CAGR of 6.90% during the forecast period of 2022 to 2030
We believe understanding the Healthcare Logistics Solutions Market requires more than just numbers; it's about grasping the human element. Our research dives into the motivations and behaviors driving the Healthcare Distribution Market, uncovering the stories behind the data. We're observing how diverse factors are influencing the Drug Distribution Market, from regulatory changes to emerging trends. This approach allows us to provide a comprehensive picture of the Healthcare Distribution Market, equipping businesses with the knowledge to make strategic decisions. We focus on delivering insights that are relevant and actionable within the current context of the Medical Device Supply Market. The current state of the Healthcare Distribution Market shows interesting trends. We want to provide clear information on the Diagnostic Equipment Distribution Market. The dynamic nature of the Clinical Supply Chain Market is always changing.
Our comprehensive Healthcare Distribution Market report is ready with the latest trends, growth opportunities, and strategic analysis. https://www.databridgemarketresearch.com/reports/global-healthcare-distribution-market
**Segments**
- **Product Type:** The healthcare distribution market can be segmented based on product type into pharmaceutical products, medical devices, and biotechnology products. Pharmaceutical products segment includes prescription drugs, over-the-counter medications, and vaccines. Medical devices segment consists of diagnostic equipment, monitoring devices, surgical instruments, and consumables. Biotechnology products encompass biopharmaceuticals, regenerative medicine products, and genetic testing kits.
- **End-User:** Another important segment of the healthcare distribution market is based on end-users, which include hospitals, clinics, pharmacies, ambulatory surgical centers, and others. Hospitals often require a wide range of pharmaceuticals, medical devices, and other healthcare products for patient care. Clinics and pharmacies focus more on providing prescription medications and basic medical supplies. Ambulatory surgical centers need specialized medical devices and surgical instruments for outpatient procedures.
- **Distribution Channel:** The distribution channel segment of the healthcare distribution market includes wholesalers, distributors, pharmacies, and e-commerce platforms. Wholesalers play a crucial role in bulk distribution of healthcare products to various healthcare facilities. Distributors help in reaching products to remote areas or specialized medical centers. Pharmacies cater to individual patients' needs by dispensing medications and medical supplies. E-commerce platforms are gaining popularity for online purchase of healthcare products due to convenience and accessibility.
**Market Players**
- **McKesson Corporation:** One of the key players in the global healthcare distribution market, McKesson Corporation is a leading healthcare services and information technology company. It provides pharmaceutical distribution, medical-surgical distribution, and healthcare IT solutions to healthcare providers.
- **Cardinal Health:** Another major player in the healthcare distribution market, Cardinal Health is a global integrated healthcare services and products company. It offers pharmaceutical distribution, medical products, and services to pharmacies, hospitals, and other healthcare providers.
- **AmerisourceBergen Corporation:** AmerisourceBergen Corporation is a Fortune 10 company and a leading pharmaceutical sourcing and distribution services company. It servesMcKesson Corporation, Cardinal Health, and AmerisourceBergen Corporation are significant players in the healthcare distribution market, each contributing to the industry in unique ways. McKesson Corporation's focus on healthcare services and information technology positions it as a key player in providing pharmaceutical distribution and healthcare IT solutions to healthcare providers globally. Cardinal Health's integrated healthcare services and products offering, including pharmaceutical distribution and medical products, cater to the needs of pharmacies, hospitals, and healthcare providers, enhancing its presence in the market. AmerisourceBergen Corporation's Fortune 10 status and expertise in pharmaceutical sourcing and distribution services make it a vital player in the healthcare distribution market, ensuring the seamless flow of pharmaceutical products to various healthcare facilities.
The healthcare distribution market's segmentation based on product type, end-users, and distribution channels provides a comprehensive understanding of the industry landscape. Pharmaceutical products, medical devices, and biotechnology products form the backbone of the market, meeting the diverse healthcare needs of the population. End-users such as hospitals, clinics, pharmacies, and ambulatory surgical centers drive the demand for healthcare products, with each segment having specific requirements based on the nature of the healthcare services they provide. The distribution channels, including wholesalers, distributors, pharmacies, and e-commerce platforms, play a critical role in ensuring the efficient supply and accessibility of healthcare products to the end-users, showcasing the importance of a well-established distribution network in the healthcare industry.
Market dynamics such as technological advancements, regulatory changes, and healthcare infrastructure development significantly impact the healthcare distribution market. Advancements in medical technology and the increasing focus on precision medicine are driving the demand for innovative healthcare products, leading to collaborations between market players and technology companies to enhance product offerings. Regulatory changes in healthcare policies and compliance standards necessitate market players to adapt to evolving requirements, ensuring the quality and safety of distributed healthcare products. The development of healthcare infrastructure in emerging markets presents opportunities for market players to expand their presence and tap into growing healthcare markets, driving market growth and diversification.
In**Market Players**
- McKesson Corporation (U.S.) - Accord-UK Ltd. (U.K.) - Phoenix Medical Systems Private Limited (India) - Biotron Healthcare (India) - OrbiMed Advisors LLC (U.S.) - ALLIANCE UNICHEM IP LIMITED (Germany) - TTK (India) - Cardinal Health (U.S.) - AmerisourceBergen Corporation (U.S.) - Owens & Minor, Inc.(U.S.) - Morris & Dickson Co. L.L.C. (U.S.) - Express Scripts Holding Company (U.S.) - FFF Enterprises, Inc. (U.S.) - Medline Industries, Inc. (U.S.) - Attain Medspa (U.S.) - Dakota Drug, Inc.(U.S.) - Patterson Companies, Inc. (U.S.) - Mutual Drug (U.S.) - Redington (India)
The healthcare distribution market is a dynamic and vital sector that plays a critical role in ensuring the smooth flow of pharmaceuticals, medical devices, and biotechnology products to end-users such as hospitals, clinics, pharmacies, and ambulatory surgical centers. The segmentation of the market based on product type, end-users, and distribution channels provides a comprehensive understanding of the industry landscape. The demand for healthcare products continues to rise globally, driven by factors such as technological advancements, regulatory changes, and evolving healthcare infrastructure development.
Market players in the healthcare distribution sector, including McKesson Corporation, Cardinal Health,
The market is highly fragmented, with a mix of global and regional players competing for market share. To Learn More About the Global Trends Impacting the Future of Top 10 Companies in Healthcare Distribution Market : https://www.databridgemarketresearch.com/reports/global-healthcare-distribution-market/companies
Key Questions Answered by the Global Healthcare Distribution Market Report:
How does the market share of leading companies compare in the Healthcare Distribution Market?
What is the scope of applications for LSI technology across various industries?
How is the demand for LSI products shifting across different regions and sectors?
What are the primary growth factors driving the expansion of the Healthcare Distribution Market?
What is the market value projection for the Healthcare Distribution Market over the next decade?
What are the emerging opportunities for new entrants in the Healthcare Distribution Market?
What do industry statistics reveal about investment trends in the Healthcare Distribution Market?
What are the latest industry trends influencing the adoption of LSI technology?
How does the industry share of small vs. large companies compare in the Healthcare Distribution Market?
What are the key revenue drivers impacting the profitability of Healthcare Distribution Market companies?
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Healthcare Distribution Market Size, Healthcare Distribution Market Share, Healthcare Distribution Market Trend, Healthcare Distribution Market Analysis, Healthcare Distribution Market Report, Healthcare Distribution Market Growth, Latest Developments in Healthcare Distribution Market, Healthcare Distribution Market Industry Analysis, Healthcare Distribution Market Key Players, Healthcare Distribution Market Demand Analysis"
#Medical Supply Chain Market#Pharmaceutical Logistics Market#Healthcare Product Distribution Market#Hospital Supply Network Market#Biopharmaceutical Distribution Market#Healthcare Logistics Solutions Market#Drug Distribution Market#Medical Device Supply Market#Diagnostic Equipment Distribution Market#Clinical Supply Chain Market
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Data Science Career Prospects for International Graduates in Canada
With the Toronto-Waterloo innovation corridor branded as Canada’s Silicon Valley and Montreal rising as an AI hub - data science graduates find unmatched career mobility given the specialized talent crunch amidst booming tech ecosystems nationwide seeking analytics, machine learning and business intelligence experts across sectors.
Whether it is global networks like Deloitte, CISCO, IBM, Aviva,SAP, Thomson Reuters looking to drive data-informed decisions or emerging startups tackling complex business challenges using predictive models - Canadian employers offer exciting learning opportunities for international students transitioning into full-time high-skilled roles.
Lucrative data science salaries averaging over CAD $80,000 for entry roles also make Canada appealing for applicants focused on immigration pathways. Generous 3-year post graduate work permits enable valuable Canadian work experience for express entry eligibility. PR also facilitates global mobility to the USA given NAFTA relationships.
While successfully securing full-time employment necessitates preparing for rigorous recruitment cycles - leveraging university career center supports around CV guides, networking events and interview preps can make landing aspirational data science jobs after graduation achievable given Canada’s expanding analytics market.
Posted By:
Aditi Borade, 4th year Barch,
Ls Raheja School of architecture
Disclaimer: The perspectives shared in this blog are not intended to be prescriptive. They should act merely as viewpoints to aid overseas aspirants with helpful guidance. Readers are encouraged to conduct their own research before availing the services of a consultant.
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