Features
Antisemitism in the Medical Profession in Canada
By HENRY SREBRNIK (June 27, 2025) Antisemitism in Canada now flourishes even where few would expect to confront it. Since the Hamas attack on Israel on October 7, 2023, there has been a resurgence of antisemitism noticeable in the world of healthcare.
When Israeli Gill Kazevman applied to medical school, and circulated his CV to physician mentors, their most consistent feedback was, “Do not mention anything relating to Israel,” he told National Post journalist Sharon Kirkey in an Aug. 10, 2024, story. As a student at the University of Toronto’s Temerty Faculty of Medicine, “I began to see all kinds of caricatures against Jews. I saw faculty members, people in power, people that I’m supposed to rely on, post horrible things against Jews, against Israelis,” he added. The faculty created a Senior Advisor on Antisemitism, Dr. Ayelet Kuper, who in a report released in 2022, confirmed widespread anti-Jewish hatred.
The Jewish Medical Association of Ontario (JMAO) conducted a 2024 survey of 944 Jewish doctors and medical students from across Canada. Two thirds of respondents were “concerned that antisemitic bias from peers or educators will negatively affect their careers.” Dr. Lisa Salomon, JMAO’s president, reported that at the University of Toronto medical school only 11 Jewish students were completing their first year of medical school out of a class of 291. The medical school in 1974 saw 46 Jews in a class of 218.
Also in Toronto, Hillel Ontario called on Toronto Metropolitan University to investigate Dr. Maher El-Masri, who has served as the director of the Daphne Cockwell School of Nursing, because, the group contended, he has “repeatedly engaged with and spread extreme, antisemitic, and deeply polarizing content on his social media account.”
The National Post’s Ari Blaff in an article on June 12, 2025 quoted social media posts from an account Hillel claimed belongs to Dr. Maher El-Masri, who has been the director of the Daphne Cockwell School of Nursing. One message concerned a post about Noa Marciano, an Israeli intelligence soldier abducted by Hamas on Oct. 7, 2023, who later died in captivity. “This is what is so scary about people like her,” the TMU professor wrote. “They look so normal and innocent, but they hide monstrous killers in their sick, brainwashed minds.” Israel, he asserted a day after the Hillel notice, “is a baby killer state. It always has been.”
The Quebec Jewish Physicians Association (AMJQ) is fighting antisemitism in that province. Montreal cardiologist Dr. Lior Bibas, who also teaches at Université de Montréal, co-founded the group in the weeks following the October 7 terrorist attack. They feel young doctors have been bearing the brunt of anti-Israel sentiment since then. “We heard that trainees were having a hard time,” he told Joel Ceausu of the Canadian Jewish News Feb. 3. “We saw a worsening of the situation and were hearing stories of trainees removed from study groups, others put on the defensive about what’s happening,” and some saw relationships with residents deteriorating very quickly.
Dr. Bibas thinks there are similarities with Ontario counterparts. “Trainees are getting the brunt of all this. Their entire training ecosystem — relationships with peers and physicians — has changed.” Whether anti-Zionist remarks, blaming Jews for Israel’s actions, or other behaviour, it can be debilitating in a grueling academic and career setting. The fear of retaliation is so strong, that some students were unwilling to report incidents, even anonymously.
Jewish physicians have now founded a national umbrella group, the Canadian Federation of Jewish Medical Associations (CFJMA), linking the provinces, and representing over 2,000 Jewish physicians and medical learners, advocating for their interests and promoting culturally safe care for Jewish patients. And “it’s really been nonstop, given that we have a lot of issues,” Dr. Bibas told me in a conversation June 17. “People have been feeling that there’s been a weaponization of health care against Israel.”
He stressed that health care should remain politically neutral – meetings are an inappropriate venue in which to talk about the war in Gaza, he stated, and “this will just lead to arguments.” Nor should doctors, nurses and hospital staff wear pins with Palestinian maps or flags. And no Jewish patient being wheeled into an operating room should see this “symbol of hate.”
On Jan. 6, a group of Montreal-area medical professionals walked off the job to protest outside Radio-Canada offices, calling for an arms embargo, ceasefire and medical boycotts of Israel. Those who could not attend were encouraged to wear pins and keffiyehs to work. When asked if such a walkout should be sanctioned, Quebec Health Minister Christian Dubé’s office had no comment. Neither did the Collège des médecins (CDM) that governs professional responsibilities. The leadership of many institutions have remained passive.
B’nai Brith Canada recently exposed a group channel, hosted on the social media platform Discord, in which Quebec students engaged in antisemitic, racist, misogynistic and homophobic rhetoric. More than 1,400 applicants to Quebec medical schools, as well as currently enrolled medical school students, were in the group, which was ostensibly set up to support students preparing for admission to Quebec’s four medical programs. “I saw it, and it’s vile,” remarked Dr. Bibas, noting how brazenly some of the commentators expressed themselves, using Islamist rhetoric and Nazi-era imagery, such as referring to Anne Frank as “the rat in the attic.”
Doctors Against Racism and Antisemitism (DARA) said in a statement, “These messages are the direct result of the inaction and prolonged silence of medical school and university leaders across Canada since October 7, 2023, in the face of the meteoric rise of antisemitism in their institutions. Silence is no longer an option. Quebec’s medical schools and universities must act immediately. These candidates must not be admitted to medical school.” DARA member Dr. Philip Berger stated that “there’s been a free flow, really, an avalanche of anti-Israel propaganda, relentlessly sliding into Canadian medical faculties and on university campuses.”
In Winnipeg, a valedictory speech delivered to the 2024 class of medical school students graduating from the Max Rady College of Medicine at the University of Manitoba on May 16, 2024 set off a storm of controversy, as reported by Bernie Bellan in this newspaper. It involved a strongly worded criticism of Israel by Dr. Gem Newman. “I call on my fellow graduates to oppose injustice -and violence — individual and systemic” in Palestine, “where Israel’s deliberate targeting of hospitals and other civilian infrastructure has led to more than 35,000 deaths and widespread famine and disease.” The newspaper noted that “loud cheers erupted at that point from among the students.”
The next day, the dean of the college, Dr. Peter Nickerson, issued a strongly worded criticism of Dr. Newman’s remarks. On Monday, May 20, Ernest Rady, who made a donation of $30 million to the University of Manitoba in 2016, and whose father, Max Rady, now has his name on the school, sent an email in response to Dr. Newman’s remarks.
“I write to you today because I was both hurt and appalled by the remarks the valedictorian, Gem Newman, gave at last week’s Max Rady College of Medicine convocation, and I was extremely disappointed in the University’s inadequate response. Newman’s speech not only dishonored the memory of my father, but also disrespected and disparaged Jewish people as a whole, including the Jewish students who were in attendance at that convocation.”
In subsequent weeks Jewish physicians in Manitoba organized themselves into a new group, “The Jewish Physicians of Manitoba.” As Dr. Michael Boroditsky, who was then President of Doctors Manitoba, noted, “Jewish physicians in cities across Canada and the U.S. have been forming formal associations in response to heightened antisemitism following the Hamas massacre of October 7.”
After October 7, Jewish students at the University of Calgary’s Cumming School of Medicine reported exposure to repeated antisemitic posts by peers on social media, being subject to antisemitic presentations endorsed by faculty during mandatory classes, social exclusion and hateful targeting by university-funded student groups, and removal from learning environments or opportunities subsequent to antisemitic tirades made by faculty in public spaces.
In addition to online vitriol, medical students have been subject to antisemitic actions coordinated by university-funded student groups with physician-faculty support under the guise of advocating against the actions of the Israeli government. All instances of discrimination, they stated in a brief, have been witnessed by and/or reported to senior leadership of the medical school without incurring condemnation of the discrimination.
In Vancouver, social media posts vilifying Israel and espousing Jew hatred were circulated by physicians at the Faculty of Medicine of the University of British Columbia, noted an article in the National Post of May 25, 2025. Allegations included Christ-killing, organ trafficking, and other nefarious conspiracies supposedly hatched by Jewish doctors. Some asserted that Jewish faculty should not be allowed to adjudicate resident matching because the examining doctors were Jewish and might be racist.
In November of 2023, one-third of all UBC medical students signed a petition endorsing this call. Jewish learners who refused to sign were harassed by staff and students on social media. When challenged, the Dean of the medical faculty refused to recognize antisemitism as a problem at UBC or to meet with the representatives of almost 300 Jewish physicians who had signed a letter expressing concern about the tolerance of Jew hatred, and the danger of a toxic hyper-politicized academic environment. This led to the public resignation of Dr. Ted Rosenberg, a senior Jewish faculty member.
Here in the Maritimes, things seem less dire. I spoke to Dr. Ian Epstein, a faculty member in the Division of Digestive Care & Endoscopy at the Dalhousie University Faculty of Medicine. He helps coordinate a group supporting Jewish and Israeli faculty, residents and medical students.
“Our group is certainly aware of growing antisemitism. Many are hiding their Jewish identities. There have been instances resulting in Jewish and Israeli students being excluded and becoming isolated. It has been hard to have non-Jewish colleagues understand. That said our group has come together when needed, and we have not faced some of the same challenges as larger centres,” Dr. Epstein told me. Dalhousie has also taken a stand against academic boycotts of Israel, which some view as a form of antisemitism. The University of Prince Edward Island in Charlottetown has just opened a new medical school. Let’s hope this doesn’t happen here.
Lior Bibas in Montreal indicated that his group is worried “not only as Jewish doctors and professionals, but for Jewish patients who are more than ever concerned with who they’re meeting.” Can we really conceive of a future where you’re not sure if “the doctor will hate you now?”
Henry Srebrnik is a political science professor at the University of Prince Edward Island.
Features
“Kaplan’s Plot” – newly released novel set in Chicago is both historical fiction and psychological drama
Reviewed by BERNIE BELLAN I had been searching for a new book this summer that would be of particular interest to Jewish Post readers when I came across the title of a new book that had yet to be released, called “Kaplan’s Plot.” It had received quite a bit of buzz on a number of websites that spotlight books that have – at least in part – a Jewish theme, although it still had not been reviewed when I first read about it.
The plot of the book, as it was described in those initial previews, certainly appealed to me, as it was said to combine a story about a Jewish gangster in Chicago in the early part of the 20th century with a modern day story about a man whose life had come completely unravelled and who was forced to return to Chicago to live with his dying mother.
I’ve been a fan of Jewish gangster stories for years, especially ones written by our own Allan Levine – and I’d often published stories about real life Jewish gangsters – or Jewish gangster fighters – as the case may be, in the pages of The Jewish Post & News (also on jewishpostandnews.ca).
Last year, for instance, I wrote a review of a book called “The Incorruptibles,” about efforts by law-abiding Jews in New York City in the early part of the 20th century to fight corruption. You can read my review here: “The Incorruptibles.”
Also, in the past I’ve run stories about Jewish underworld figures who either lived in Winnipeg or had a strong Winnipeg connection. One of the most popular stories ever to appear on our website, for instance (and which is still being widely viewed), is one that was written by Bill Redekopp – a former writer for the Free Press, who had profiled a fascinating Winnipeg bootlegger by the name of Bill Wolchock in his book, “Crimes of the Century – Manitoba’s Most Notorious True Crimes.” You can read Redekopp’s story about Wolchock at “Bill Wolchock.”
Another story that garnered quite a bit of attention when it was first published was Martin Zeilig’s story about Winnipeg-born Al Smiley, which appeared in the March 29, 2017 issue of The Jewish Post & News. The most interesting tidibt in Martin’s story was that Smiley was was sitting beside the notorious Benjamin “Bugsy” Siegel when Siegel was murdered in 1947. That story doesn’t appear as a stand-alone story on our website, but you can find it by downloading the entire March 29, 2017 issue by entering a search through our “Search archive” link for Al Smiley.
One more story that dealt with Manitoba Jewish gangsters (and which also referenced the Bill Wolchock story) was one I wrote in 2023 titled “A deep dive into the lives of some shadier members of our community.” In that story I wrote about a book that was about to be published titled “Jukebox Empire: The Mob and the Dark Side of the American Dream.” It was the story of Wolf Rabin (born William “Wolfe” Rabinovitch), written by his nephew, David Rabinovitch.
All this serves as a very long winded preamble to a review of “Kaplan’s Plot.” I was somewhat disappointed to learn that the characters in the book are all fictitious, since the mobsters are so vividly drawn – although there are very brief references to real-life mobsters, including Al Capone, Meyer Lansky and Charles “Lucky” Luciano, that make you wonder whether some of the other mobsters might also have been real people.
According to information available about the author, Jason Diamond, this is his very first novel – a very impressive debut. He certainly brings to life a very nasty Chicago in the early part of the 20th century.
What makes what Diamond has written an even more admirable achievement is that the plot works both as a riveting mystery and as a thoughtful examination of a mother and son relationship.
The story alternates between a story set in modern day Chicago (in 2023) and another story that begins in Odesa in Ukraine in 1909, but soon moves to Chicago shortly thereafter.
At first, we read about a character by the name of Elijah Mendes, who has just returned to Chicago from the Bay area, where a business venture in which he was involved has collapsed. Elijah’s mother, Eve, is dying from cancer, but she certainly retains enough strength to carry on with quite a few activities – enabled by her constant puffing on a vape pen. Eve, it turns out, has been a very accomplished poetess during her life and, although she and her late husband Peter were financially quite comfortable, she scoffs at what she regards as Elijah’s obsession with material pursuits.
Eve doesn’t pay much attention to mundane day to day matters, including opening the mail, but when Elijah discovers a series of letters from something called the Hebrew Benevolent Society, his curiosity is piqued and he sets out do discover what those letters are all about.
The chapters alternate between modern and older Chicago, as we are introduced to the Kaplan brothers – Yitzhak and Solomon or, as they come to be known in America – Itz and Sol. The brothers have narrowly escaped a pogrom in Odesa when their parents were able to secure passage for them on a boat destined for Hamburg. Eventually they find themselves on a ship sailing to America, where they make the acquaintance of a character by the name of Hershey.
Hershey tells the boys that he can help them find a place to live in Chicago, where he introduces them to Avi who, it turns out, is a major figure in the Jewish underworld there.
Diamond provides a rich description of what life was like in Chicago back in the day when the city was divided among different ethnic groups who held sway over their own respective territories and when it was dangerous to cross over into the wrong part of town.
As the story develops, we learn that Elijah is actually the grandson of Itz Kaplan, but knows nothing about his grandfather’s very shady past – beyond having been told that he was a “businessman.” When he goes to the building housing the Hebrew Benevolent Society, however, he finds out that there is an entirely new aspect to his family’s past – which leads to his wanting to probe deeply into his family’s history.
Elijah’s own demons – including past drug addiction, a failed marriage, and a deep insecurity about his own ability to succeed in business, come to the fore, but his mother’s refusal to discuss her family’s history haunts him even further.
As the book moves in parallel tracks between two time periods we find out more about Itz Kaplan – and just how malevolent a character he was. And, at the same time as Elijah learns more about Itz, he begins to better understand why his relationship with his mother had gone off the rails.
The mystery of what happened to Itz’s brother, Sol, about whom Elijah had not even known had existed, figures into both stories – the one set in early 20th century Chicago, and the one set in modern Chicago, as Elijah tries to get his mother to open up about her family.
Jason Diamond provides wonderful descriptions of some of the minutiae of Jewish life back in the day when keeping kosher was an essential element of Jewish life. Sol, for instance, is a butcher (something that his father was as well back in Odesa) and maintains a rigid observance of all Jewish laws. He is fastidious about adhering to the quite complex details of butchering meat according to the laws of kashrut, for instance.
Itz, in contrast, who has been deeply emotionally scarred by what he saw happen during the pogrom in Odesa, is totally indifferent to Jewish laws. At the same time though, the reader might develop a grudging admiration for just how cleverly Itz is able to navigate the jungle of the Chicago underworld. That’s why I began this review by referring to other Jewish crime figures – all of whom existed. While we might be repelled by their behaviour, we are often fascinated by the cleverness they exhibited in maneuvering through the almost constant danger that manifested their lives. And – it was knowing that they were living on a knife’s edge that often seemed to motivate them as they stared danger in the face.
Ultimately, Diamond brings it all home. The mystery behind Eve’s family is solved and there is some closure to the relationship between Elijah and Eve.
A truly absorbing story – although just released in September, “Kaplan’s Plot” has already garnered many positive reviews. One review on Goodreads, I note however, says that the reviewer is sick of “mob stories.” I suppose it’s quite evident that I’m a big fan of mob stories that have a Jewish element and, if you are a fan of that genre then “Kaplan’s Plot” is sure to capture your fancy. I’m not sure I’d recommend it as a Chanukah gift for the grandchildren, however – unless one of your grandchildren has aspirations of becoming a mobster.
“Kaplan’s Plot”
by Jason Diamond
Flatiron Books
320 pages
Published September, 2025
Features
CAD Performance in 2025: Key Factors Behind Its Recovery
The CAD is clawing back lost ground. Discover what pushed the loonie down in 2024, what’s lifting it in 2025, and why its future still hangs in the balance.
2024 was a strange year for the loonie. If you are an active currency trader, a quick look at a CAD/USD price chart would have you nodding in agreement. Yes, the year started off strong, but as the months rolled by, it was obvious that something was wrong, especially as we neared the end of Q3. The reason for the downtrend was clear. Most people agreed that it was the tariff threats from Washington, rate cuts at home, and a volatile global economy that were being reflected in the currency markets. And for a while, the CAD was stuck in that losing streak, with some experts even suggesting that there was still more to come.
As the new year rolled around, it didn’t seem like anything had changed. But by mid-2025, quiet shifts had turned into a noticeable recovery, with the loonie gaining back significant ground against the greenback. So, in this piece, we’ll break down what really dragged the Canadian dollar lower in 2024, what’s fueling its recovery this year, and whether this rebound is going to hold steady.
Understanding What Happened in 2024
At the start of the year (2024), one U.S. dollar traded for about 1.35 CAD, which translates to one Canadian dollar being valued at roughly 74 cents U.S. It wasn’t anything special at the time, especially after the levels of inflation and volatility of 2023. Still, economists noted that these were the few key factors that kept the loonie afloat early in the year:
- The price of oil made a comeback. Crude prices firmed up early in the year, supporting Canada’s export earnings and adding a tailwind to the currency.
- Employment figures were solid. Job growth held up, and steady wage gains helped offset the pressure of higher borrowing costs.
- The BoC held a steady interest rate. After an aggressive round of rate hikes in 2023, policymakers looked ready to pause and let the economy cool gradually.
All of these factors were thought to have helped build confidence in the Canadian economy and by mid-2024, the loonie had edged up toward 76-77 cents U.S.
Late-Year Turbulence
Not a lot of people saw it, but as Q2 2024 unfolded, the CAD started to look unattractive to currency market investors. How? Well, it started when the Bank of Canada (BoC) started to signal its intention to cut interest rates. It gave its clearest sign to this on April 10, 2024 when the bank highlighted that inflation was slowing down and it was leaving the door open for rate cuts. This announcement changed market expectations almost overnight.
Eventually, the first cut came on June 5, 2024. The BoC lowered its benchmark rate by 25 basis points from 5% to 4.75%, becoming the first major G7 central bank to start easing.
From there, the pace picked up with rates being reduced four more times. The market’s reactions to these cuts were immediate. And any currency trader with a reliable forex trading app saw each one unfold live. The CAD began to lose altitude as the yield gap with the U.S. widened. With lower returns on Canadian assets, investors favored the greenback. Adding to the pressure, the Trump campaign’s 25% tariff threat in September ignited the fears of a trade war. Which led to traders quickly pricing in potential hits to exports and investment, sending sentiment lower.
The 2025 Comeback
The CAD started 2025 trading at around 67 cents U.S., with some days even seeing it flirt with the 66-cent mark. So, it was a common assumption in the currency traders’ community that 2024 might repeat itself. But something was different this time. Every day, the loonie was quietly clawing back much of the ground it lost during the previous year’s slump.
So, what was different this time? Well, experts believe the panic that gripped both retail and institutional traders through late 2024 began to fade. As positive economic data started to filter in, confidence slowly returned alongside a few key drivers. By midyear, analysts were already talking about a turnaround rather than just a recovery attempt. The CAD was trading in the 72-73-cent U.S. range, up solidly from its January lows, and here’s its current rate.
Major Factors Behind the CAD’s Recovery
So, what helped the CAD? Well, there were a few clear factors that came together to turn sentiment around and put the loonie back on steadier footing.
- U.S. Dollar Weakness
A softer U.S. dollar was one of the clearest tailwinds for the CAD in 2025. The weakening of the USD started occurring when investors started to pull back from U.S. assets as political tension, fiscal worries, and softer economic data piled up.
What drove it?
- Trade and political uncertainty: Tariff moves and Washington infighting rattled investor confidence.
- Fiscal strain: Deficit concerns eroded trust in U.S. financial stability.
- Fed policy shifts: With the Federal Reserve showing interest in cutting rates (and actually doing so on September 16), the yield advantage that once favored the dollar began to fade.
As investors reduced exposure to U.S. assets, capital rotated into other major currencies. The CAD, being liquid and commodity-linked, was one of the key beneficiaries, strengthening almost by default as the greenback lost ground.
- Diverging Monetary Policy
Monetary policy divergence became another major driver. The Bank of Canada held its policy rate steady near 2.75% through Q2 2025 before cutting in September, signaling confidence that inflation was cooling without stalling growth. Meanwhile, the U.S. Federal Reserve began easing monetary policy with its first rate cut in September 2025, responding to slowing growth and softer inflation. This divergence in pace and tone helped support the Canadian dollar’s rebound.
This narrowing interest rate gap mattered. And with Canada offering relatively higher yields, foreign investors found the loonie more attractive, especially compared to the softening U.S. dollar. For traders, the CAD started to look like a better carry trade than it had in over a year.
- Easing Tariff Fears
Another major psychological lift came from the fading of tariff risks. In the first half of 2025, Trump’s proposed 25% tariffs on Canadian goods lost traction as political attention shifted elsewhere. While some concerns still lingered, the immediate threat of a trade shock began to ease. Cross-border trade flows regained a bit of momentum, and markets started to price in a smoother path for Canadian exports. That renewed confidence played a key role in supporting the loonie’s recovery.
Can the Loonie Hold Its Ground?
As 2025 moves forward, the consensus among analysts is cautious but constructive. Most expect the Canadian dollar to trade in the 1.33-1.36 range against the U.S. dollar, a level that points to stability. The worst of 2024’s volatility seems to be behind it, but the loonie’s next moves will still depend on how the global story unfolds.
A Currency That Refused to Stay Down
The past two years have been anything but smooth for the CAD, but this move has proven one thing: resilience runs deep. After weathering policy shifts, tariff scares, and market pessimism, the loonie has managed to rebuild its footing in 2025. Its recovery hasn’t been dramatic. It was grounded in solid fundamentals and steady confidence. For traders, that’s a reminder that sentiment can turn just as fast as it fades.
Features
Statistical Volatility Models in Slot Mechanics: Extended Expert Analysis Informed by Pistolo Casino
Analytical reviews of slot volatility often reference ecosystems similar to those found at Pistolo casino. Within the gambling research community, volatility is understood not as a marketing attribute, but as a technical framework that shapes how digital slot systems distribute outcomes over time. Expanding on earlier overviews, this extended analysis examines the deeper mathematical logic behind volatility classes, as well as their implications for long-term behavioural modelling.
Volatility as a Mathematical Architecture
Slot volatility is commonly divided into high-, medium-, and low-risk models, yet this simplified categorisation hides the structural complexity underneath. Developers configure several layers of probability weighting, which include:
- Event Density Layers – Each slot contains multiple weighted segments representing minor, medium, and rare outcomes.
- Return Frequency Curves – These curves dictate how the distribution of payouts drifts around the long-term equilibrium.
- Reel Weighting Matrices – Symbol appearance probability is shaped not only by frequency but also by conditional dependencies within each reel strip.
Research drawing on examples parallel to Pistolo casino shows that modern slots increasingly use modular probability blocks, making outcome variance more flexible and more precisely adjustable during development.
Behavioural Interpretation of Volatility Signals
From a player analytics perspective, volatility modelling helps identify how different user groups respond to varying risk structures. High-volatility mechanics frequently attract users who seek extended tension cycles and the possibility of occasional strong outcomes, while low-volatility systems are associated with steady-state gameplay and longer average session times.
Analysts also examine “volatility fatigue,” a concept describing the moment when prolonged dry cycles reduce engagement. By tracking these patterns, researchers can map how changes in event spacing affect decision-making, bet sizing, and persistence.
Simulation Methodology for Evaluating Volatility Accuracy
Technical audits rely heavily on large-scale simulations—sometimes exceeding fifty million iterations — to verify that the modelled volatility aligns with theoretical expectations. Key indicators include:
- Hit rate stability across long sequences
- Distribution symmetry, ensuring outcomes do not drift into accidental bias
- Deviation corridors, which define acceptable ranges for short-term anomalies
- Return-to-player convergence, showing whether the model equilibrates over time
When discrepancies appear, developers may adjust symbol weighting, probability intervals, or feature-trigger frequency until the system reaches internal balance consistent with regulatory and mathematical demands.
Volatility’s Role in Market Diversity
Volatility modelling helps explain the substantial variety between slot titles. Instead of relying solely on themes or graphics, modern game design differentiates titles by emotional rhythm and progression speed. This technical approach has led to more deliberate pacing structures where reward cycles, anticipation building, and event clustering are calibrated through mathematical systems rather than subjective intuition.
Conclusion
Volatility remains one of the most precise and data-driven components of slot design. Its study provides insight into outcome diversity, behavioural responses, and long-term predictability. Research frameworks referencing platforms comparable to Pistolo Casino highlight how volatility models shape modern gambling environments through measurable probability engineering and large-scale simulation.