Punit Shah
Boston, New York
Growth @110labs // CMO @mytriorings & @mabelandmain merging #ecommerce, #tech and #marketing! More on my adventures at www.punit.co
Articles by Punit Shah
Real-Time AI at the Ballot Box: How Multimodal Machine Learning Brings Accountability to Political Advertising at Scale
Home Technology & Industry AI By Punit P. Shah by SVJ Thought Leader September 10, 2026 in AI, C-Suite Perspective, Enterprise Tech, Future of Silicon Valley, Leadership & Perspective, Policy & Regulation, Technology & Industry 0 Everyone is watching generative AI create realistic political audio, images, and video. The quieter revolution is happening inside the systems that must classify, disclose, and govern political advertising before an auction finishes.
Portable Intelligence Architecture: When the Runtime Becomes the Hard Problem
For two decades, we focused on moving data to the intelligence. Now, we’re seeing a massive shift: we have to move the intelligence to the data. That flip changes everything. Your host platform isn’t just an API gateway anymore; it’s an operating system. The Meeting That Wasn’t About Models The meeting that changed how I think about AI infrastructure had almost nothing to do with models. We spent months obsessing over model quality. Then, over a few weeks, the agenda quietly reorganized itself.
Towards a better understanding of adverse life experiences in autism and attention-deficit/hyperactivity disorder
Abstract Individuals with autism and/or Attention-Deficit/Hyperactivity Disorder (ADHD) face greater adversity, which is typically associated with negative life outcomes (e.g., depression), but potentially, adaptive strengths (e.g., resilience). Little is known about the types of adversity experienced by autistic/ADHD adults, the processes underlying this increased risk, and the subsequent impact of adversity.
Neurodiversity and mental health in adulthood: exploring the unique contributions of autism and ADHD to internalising problems
Abstract Autism and Attention Deficit Hyperactivity Disorder (ADHD) are both linked to internalising problems (e.g., anxiety, depression) but their frequent co-occurrence makes these relationships difficult to disentangle. We, therefore, adopted a trait-based approach to examine the unique associations of autism and ADHD with internalising problem diagnoses in a large general population sample of adults from the United Kingdom and United States (N = 4996).
Positive developmental cascades: Strength development reduces support needs in children
INTRODUCTION Children referred to mental health services present with complex clinical profiles characterized by dimensional differences in various needs for which external support (e.g., psychotherapy, medication, skills training) may be helpful for achieving individual goals for well-being (Cicero et al., 2024; Michelini et al., 2019, 2021; Morris et al., 2025).
Solve customer identity fragmentation at scale with AWS Entity Resolution | Amazon Web Services
Enterprises often struggle with fragmented and inconsistent consumer data spread across multiple applications. This can create challenges in achieving trusted, unified views of your customers that power important functions, such as compliance reporting, analytics, and consumer engagement. Amazon Web Services (AWS) Entity Resolution helps companies quickly match, link, and enhance related customer records so organizations can move from scattered records to unified customer views.
Integrated Proteogenomic Characterization of Human High-Grade Serous Ovarian Cancer
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Main text (Cell 166, 755–765; July 28, 2016) Our paper characterized proteomics and phosphoproteomics data from high-grade serous ovarian cancer tumors. As part of this analysis, we, the authors, used machine learning to identify a set of protein signatures that were predictive of patient survival after treatment.
By Tao Liu, Zhen Zhang, Samuel Payne, Bai Zhang, Jason McDermott, Jian-Ying Zhou, Vladislav A. Petyuk, Li Chen, Shisheng Sun, Feng Yang, Lijun Chen, Jing Wang, Punit Shah, Yuan Tian, Marina A. Gritsenko, Matthew Monroe, Stefani N. Thomas, Song Nie, Chaochao Wu, Ronald Moore, Kun-Hsing Yu, David Tabb, David Fenyö, Vineet Bafna, Yue Wang, Henry Rodriguez, Emily Boja, Robert Rivers, Lori J. Sokoll, Heng Zhu, Ie-Ming Shih, Leslie Cope, Akhilesh Pandey, Bing Zhang, Michael Snyder, Douglas A. Levine, Richard Smith, Daniel Chan, Karin D. Rodland, Debjit Ray, Paul Aiyetan, Sunghee Woo, Therese R. Clauss, Caitlin Choi, Tara Hiltke
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Cell Press
Verified
Understanding Chromium Prices: A Q2 2025 Market Report
The global chromium prices exhibited a nuanced landscape in Q2 2025, reflecting a complex interplay of demand, geopolitical shifts, economic conditions, and supply chain dynamics.1 While some regions experienced elevated chromium prices, others maintained a more moderate trajectory. Understanding these regional variations and the underlying factors is crucial for stakeholders in the chromium market. The second quarter of 2025 saw significant variations in chromium prices across key global markets.
Global Sugar Prices Q2 2025: An In-Depth Market Outlook
The global sugar market is a complex interplay of agricultural yields, government policies, economic currents, and evolving demand patterns. As we delve into the second quarter of 2025, the outlook for sugar prices presents a nuanced picture, with regional variations and underlying factors shaping the trajectory of this vital commodity. Understanding these dynamics is crucial for producers, traders, and consumers alike, as they collectively influence the sugar price index and future market trends.
How to create a unified view of your consumer | Amazon Web Services
Introduction Creating a comprehensive, 360-degree view of your customer in today’s competitive business landscape improves end-customer experience, operational strategy, and marketing efficiency. Customer behavior is moving from in-person transactions in brick-and-mortar locations to online, personalized interactions fueled by data. Companies are capable of learning more about their customers if they can sort through the noise.
Stainless Steel (316) Prices Overview: Global Market Insights Q1 2025
As of Q1 2025, the stainless steel (316) price trend in the USA is closely aligned with global market trends, driven by input costs, alloy surcharges, and logistics. While exact figures for the USA in March 2025 are not disclosed, the price levels in comparable economies such as Canada (USD 4640/MT) and Germany (USD 3442/MT) indicate a high pricing range for North American markets.
Natural Rubber Price Index Trends Q1 2025: Key Market Insights and Outlook
The natural rubber price index reflected regional disparities during the first quarter of 2025, shaped by global supply-demand dynamics and adverse climatic events. In March 2025, natural rubber prices reached USD 2,000/MT in the USA, USD 2,420/MT in China, and USD 1,680/MT in Germany. A combination of weather disruptions, industrial demand, and transportation challenges contributed to the price variations across these regions.
Fuel Oil Price Movements and Forecast: Regional Trends and Future Expectations
North America Fuel Oil Prices Movement Q4: Fuel Oil Prices in United States: As 2024 ended, US Fuel Oil Prices remained stable finishing at 2,280 USD per metric ton in December. This steadiness resulted from consistent domestic demand from ships and home heating needs. Regular fuel oil exports to Latin American countries kept Gulf Coast refineries operating at capacity.
Price of Natural Rubber Rises in Q1 2025: What Industry Needs to Know
Natural Rubber Prices Surge in the USA Amid Weather and Supply Chain Issues According to recent Natural Rubber Price News, prices in the USA surged to 2000 USD/MT by March 2025. This sharp increase was primarily due to adverse weather events, including floods, heatwaves, and typhoons affecting major rubber-producing regions. These extreme weather conditions disrupted latex harvesting, leading to reduced global output.
What’s Behind Rising Bromine Prices?
Bromine Price Trend Overview: During the final quarter of 2024, bromine prices in the U.S. experienced notable fluctuations, reaching approximately $2,070 per metric ton by December. Early in the quarter, prices softened due to reduced demand from key sectors such as flame retardants and chemical intermediates. However, geopolitical tensions — particularly affecting imports from Israel — led to supply disruptions that drove prices upward later in the period.
Analyzing 2025 Carbon Fibre Price Trend: Worldwide & Regional Data by IMARC Group
Punit Shah · Follow 4 min read · -- North America Carbon Fibre Prices Movement Q4 2024: Carbon Fibre Prices in USA: In Q4 2024, U.S. carbon fiber prices were volatile and hit 33.06 USD/KG in December, based on changing demand from major industries such as aerospace and defense and increasing production expenses. Prices had initially jumped as a result of high demand coupled with increased raw material and energy prices but rectified when energy prices stabilized and cost pressures receded.
Copper Sulphate Prices, Trend, Chart, Index 2025 and Forecast
Punit Shah · Follow 4 min read · -- North America Copper Sulphate Prices Movement Q4: Copper Sulphate Prices in United States: In the fourth quarter of 2024, the Copper Sulphate Price Forecast Chart in the USA showed some notable ups and downs, with prices hitting 2,588 USD/MT in December. At the start of the quarter, strong demand from the agricultural sector, coupled with low inventories and rising raw material costs, pushed prices higher.
Key Factors Influencing Toluene Diisocyanate Prices and Demand Dynamics
Punit Shah · Follow 3 min read · -- North America Toluene diisocyanate Prices Movement Last Quarter: Toluene diisocyanate Prices in United States: In Q2 2024, toluene diisocyanate (TDI) prices in the U.S. declined, reaching 2635 USD/MT by June. Weak demand from the polyurethane sector, coupled with oversupply and stable feedstock availability, pressured the market. Falling crude oil costs further weakened sentiment.
Sulphur Prices, Index, Historical Price Chart and Forecast
Punit Shah · Follow 4 min read · -- In the last quarter, the Sulphur Price in the United States saw a notable decline, falling by 11% compared to the previous quarter, with the price reaching 108 USD/MT in December. This fluctuation followed a seasonal pattern, with prices shifting by 2% between the beginning and second half of the quarter.
Cocoa Butter Price Chart, News, Index and Forecast Data
Punit Shah · Follow 3 min read · -- Cocoa Butter Prices in United States: In 2024, cocoa butter prices in the United States reached 5,691 USD/MT, reflecting a significant increase driven by multiple factors. Strong demand from both the food and cosmetic industries, where cocoa butter is a key ingredient, played a central role in pushing prices higher.
Build a Unified Patient Index Using AWS Entity Resolution | Amazon Web Services
Healthcare organizations and public health agencies handle vast amounts of patient data. Accurately managing and linking sensitive patient information across multiple, potentially disconnected, sources are crucial for care coordination, research, and public health efforts.
Acetic Anhydride Prices | Price Trend | Pricing | Price Chart | Forecast
Punit Shah · Follow 2 min read · -- Europe Acetic Anhydride Prices Movement Last Quarter: Acetic Anhydride Prices in Belgium: In the last quarter, the price of acetic anhydride in Belgium reached 1,140 USD per metric ton. Prices experienced significant fluctuations, primarily driven by seasonal factors like restocking activities. Initially, prices rose as demand increased during the typical restocking period.
Guar Gum Prices Report | Price Trend | Price Chart | Historical & Forecast Data
Punit Shah · Follow 3 min read · -- North America Guar Gum Prices Movement the Last Quarter: Guar Gum Prices in United States: In the last quarter, guar gum prices in the United States reached $1,945 per metric ton during Q2. the USA faced significant market volatility, influenced by a range of factors. Economic instability played a major role, creating an environment of uncertainty that pushed prices higher.
Toluene Prices | Chart | News | Forecast
Punit Shah · Follow 3 min read · -- Toluene Prices Analysis | IMARC Group Toluene Prices in United States: In the last quarter, toluene prices in the United States reached 1,030 USD per metric ton. The market has experienced a notable decline, primarily driven by falling crude oil prices that have reduced production costs but also dampened overall market sentiment. A strong dollar has further complicated the situation by limiting exports to Europe, making products less competitive abroad.
Inconel Price Chart, Monitor, News and Forecast
Punit Shah · Follow 2 min read · -- Inconel Prices Analysis: United States: 52,420 USD/MT Japan: 43,912 USD/MT Germany: 36,864 USD/MT UAE: 42,832USD/MT Inconel Prices by Regional Analysis: In Q3 2024, the North American Inconel market experienced downward price pressures, despite a slight rise in nickel prices. The contraction in the region’s manufacturing sector led to diminished demand for specialty alloys, particularly in construction and automotive.
Activated Carbon Prices, Chart, News, Historical Price Trend and Forecast
Punit Shah · Follow 2 min read · -- Activated Carbon Prices Analysis: USA: 1980 USD/MT China: 1612 USD/MT Germany: 2388 USD/MT In the second half of 2023, in Asia, activated carbon market prices began to recover in the third quarter following a weak first half, as dwindling inventories spurred imports and a significant rise in coal prices pushed the trend upward.
Noncompliance Can Cost Your Building Thousands - Local Law 97 Deadline is Coming
As we enter the final quarter of 2024, the first Local Law 97 (LL97) submission period is quickly approaching for New York’s co-ops and condos, with the first annual emissions reports due in May of 2025. Under LL97, owners of buildings over 25,000 square feet are required to reduce their buildings’ carbon emissions and meet specified emissions limits starting this year. If your building does not meet the specified carbon cap, it can face fines of tens of thousands of dollars every year.
Acetonitrile Prices, Chart, News, Index and Forecast
Punit Shah · Follow 2 min read · -- Key Details About the Acetonitrile: The Acetonitrile Price Trend is experiencing growth, largely due to increasing demand from key industries such as pharmaceutics, chemicals, and biotechnology. In the pharmaceutical sector, acetonitrile is widely used as a solvent for the production of active pharmaceutical ingredients (APIs) and in high-performance liquid chromatography (HPLC), critical for drug development and quality control.
Council Post: Important Considerations When Choosing An SMS Provider
Punit Shah is the CMO and cofounder of EZ Texting. Maintaining direct and effective communication with customers is more important than ever, and SMS marketing has emerged as one of the most powerful tools for engaging audiences and driving action. With its high open rates and immediate impact, SMS stands out among other digital channels.
Chili Peppers Prices Report Analysis by IMARC Group
Punit Shah · Follow 2 min read · -- Chili Peppers: Chili peppers are fruits of the Capsicum genus, known for their vibrant colors and varying heat levels, which come from the compound capsaicin. They are cultivated worldwide and are a staple in many cuisines, adding flavor and spice to dishes. Chili peppers can be consumed fresh, dried, or powdered, and they come in various types, including jalapeño, habanero, cayenne, and bell peppers, which are sweet and mild.
Cerium Prices 2024 | Price Trend | Chart | Index | Forecast
Punit Shah · Follow 2 min read · -- Factors Influencing Cerium Prices Across Regions: Global cerium prices are shaped by its extensive use in industries such as electronics, automotive, and energy. A significant factor driving demand is its role in automotive catalytic converters, which help reduce emissions — particularly as global environmental regulations tighten. As the automotive sector expands, especially in developing regions, the demand for cerium-based catalysts is increasing.
Base Oil Price Chart, Index, Pricing Report, Trend and Forecast
Punit Shah · Follow 5 min read · -- The latest IMARC Group report, “Base Oil Prices, Trend, Chart, Demand, Market Analysis, News, Historical and Forecast Data Report 2024 Edition,” presents a detailed analysis of Base Oil Price Trend, offering key insights into global market dynamics. This report includes comprehensive Base Oil Price Chart, which trace historical data and highlights major shifts in the market.
Polyacetal Resin Prices, Chart, Demand, News and Forecast | IMARC Group
Punit Shah · Follow 3 min read · -- The latest report by IMARC Group, titled “Polyacetal Resin Prices Report 2024: Price Trend, Chart, Industry Analysis, News, Demand, Historical and Forecast Data,” provides a thorough examination of the price trend. This report delves into the price of Polyacetal Resin globally, presenting a detailed analysis, along with informative price chart. Through comprehensive price analysis, the report sheds light on the key factors influencing these trends.
Glyoxylic Acid Prices, Chart, News and Demand | Q2 2024
Punit Shah · Follow 4 min read · -- Glyoxylic Acid Prices Second Quarter 2024: · United States: 1,645 USD/MT · South Korea: 1,223 USD/MT · France: 4,156 USD/MT Glyoxylic Acid Prices Q2 2024 | IMARC Group The latest report by IMARC Group, titled “Glyoxylic Acid Prices, Trend, Chart, Demand, Market Analysis, News, Historical and Forecast Data Report 2024 Edition,” provides a thorough examination of the Price Trend.
Next-Level Contextual: 3 Ways Publishers Can Increase Revenue Through Relevance
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Orlistat Prices, Chart, Demand and News| IMARC Group
The latest report by IMARC Group, titled “Orlistat Pricing Report 2024: Price Trend, Chart, Market Analysis, News, Demand, Historical and Forecast Data,” provides a thorough examination of Orlistat Prices. This report delves into the prices globally, presenting a detailed analysis, along with informative price Chart. Through comprehensive price analysis, the report sheds light on the key factors influencing these trends.
Analysis, News and Forecast
· India: 2543 USD/MT In Q4 2023, Copper Sulphate Prices in India reached at $2,543/MT Ex-Mumbai, driven by sustained demand and favorable feedstock costs, benefiting industry stakeholders. The latest report by IMARC Group, titled " Copper Sulphate Pricing Report 2024: Price Trend, Chart, Industry Analysis, News, Demand, Historical and Forecast Data," provides a thorough examination of the copper sulphate price trend.
Sodium Chlorate Price Forecast, Historical Data, Index, Chart, News 2024, Analysis and Demand
Sodium Chlorate Prices in USA · United States: 790 USD/MT In December 2023, sodium chlorate prices were USD 790/MT in the U.S., USD 695/MT in China, USD 925/MT in Germany, and USD 725/MT in Brazil, all declining due to reduced demand. The latest report by IMARC Group, titled " Sodium Chlorate Pricing Report 2024: Price Trend, Chart, Market Analysis, News, Demand, Historical and Forecast Data," provides a thorough examination of the Sodium Chlorate Price Trend.
Yellow Phosphorus Price Forecast, Historical Data, Index, Chart, News 2024, Analysis and Demand
· Japan: $3975 /MT In the last quarter of 2023, the price of yellow phosphorus in Japan reached $3,975 per metric ton. Additionally, the value of the Japanese yen increased by 1.73% against the US dollar during this period. The latest report by IMARC Group, titled " Yellow Phosphorus Pricing Report 2024: Price Trend, Chart, Market Analysis, News, Demand, Historical and Forecast Data," provides a thorough examination of the Yellow Phosphorus Price Trend.
Hydrogen Price Forecast, Historical Data, Index, Chart, News 2024, Analysis and Demand
Hydrogen Prices In USA · United States: $ 4825 /MT In Q4 2023, hydrogen prices in the USA rose due to increased natural gas costs and investments, supported by US Department of Energy financing. In the Netherlands, prices increased due to enhanced cooperation, funding, and initiatives with Germany to improve hydrogen imports and infrastructure.
Caustic Soda Price Trend, Historical Data, News 2024, Report, Chart, Index, Analysis and Forecast
Caustic Soda Prices in USA · United States: $324/MT The price of caustic soda in the United States, specifically for 50% liquid FOB Texas, was approximately USD 324/MT in December 2023. The price trend for Q4 2023 is projected to reach an all-time low due to the combination of low to moderate supply and moderate to high demand.
Green Hydrogen News, Historical Data, Trend, Report, Chart, Index, Demand, Forecast and Demand
· United States: 4840 USD/MT (PEM Electrolysis) In Q4 2023, the green hydrogen Industry in the United States witnessed a bullish trend, marked by prices for green hydrogen PEM electrolysis FOB California reaching $4840 per metric ton, reflecting a 6% uptick from the preceding quarter.
SEBI mulls boosting NRI/ OCI participation in IFSC-based FPIs. Details here
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Temos mesmo mais empatia por quem é parecido com a gente?
Como as pessoas conseguem interagir com sucesso com quem é completamente diferente delas? E será que estas diferenças podem criar barreiras sociais? Os cientistas sociais estão às voltas com estas questões porque os processos mentais subjacentes às interações sociais não são bem compreendidos. Um conceito recente que está se tornando cada vez mais popular é o "problema da dupla empatia".
Do we have more empathy for people who are similar to us? New research suggests it's not that simple
How do people successfully interact with those who are completely different from them? And can these differences create social barriers? Social scientists are struggling with these questions because the mental processes underlying social interactions are not well understood. One recent concept that has become increasingly popular is the “double-empathy problem.” This draws on research looking at people who are known to experience social difficulties, such as autistic people.
Do we have more empathy for people who are similar to us? New research suggests it's not that simple
How do people successfully interact with those who are completely different from them? And can these differences create social barriers? Social scientists are struggling with these questions because the mental processes underlying social interactions are not well understood. One recent concept that has become increasingly popular is the "double-empathy problem." This draws on research looking at people who are known to experience social difficulties, such as autistic people.
Do we have more empathy for people who are similar to us? New research suggests it’s not that simple Original
How do people successfully interact with those who are completely different from them? And can these differences create social barriers? Social scientists are struggling with these questions because the mental processes underlying social interactions are not well understood. One recent concept that has become increasingly popular is the “double-empathy problem”. This draws on research looking at people who are known to experience social difficulties, such as autistic people.
Council Post: Four Stories That Will Change Business Texting Forever In 2024
CMO and co-founder of EZ Texting. Looking further into 2024, big changes coming to text communications are going to have profound effects on marketing, sales and audience experience, from reduced friction and improved security to enhanced features and branding opportunities. Here's how the coming of AI, the end of third-party cookies, the arrival of RCS and the expansion of OTT opportunities are going to change texting forever. 1.
Point of View: Five interdisciplinary tensions and opportunities in neurodiversity research
Introduction Neurodiversity celebrates the inherent complexity of the human mind, highlighting the natural variations that are found within the population. Its higher profile in recent years has led to a greater awareness and more frequent diagnoses of neurodevelopmental conditions, such as autism, attention deficit hyperactivity disorder (ADHD), dyslexia, dyscalculia, dyspraxia and beyond.
What are hybrid instruments? An explainer on tax treatment
Create a portfolio to track your investments and compete with fellow investors 4 min read Compulsorily convertible debentures (CCDs) in India provide investors with interest income and potential equity appreciation. Foreign investors can invest in CCDs under the foreign direct investment route, subject to pricing guidelines. Premium Over the years and more recently (especially since the surge in the number of start-ups in India), hybrid instruments have gained recognition.
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