The music industry is in an ongoing debate to determine the best way to payout streaming revenue to the music rights holders. The argument has several layers to it. Let’s break them down: 1. How should each user’s revenue be distributed? Currently, Spotify, Apple Music and Amazon pool their respective revenues into one big pot, then split it with all rights holders based on how many streams each song they own gets. This is called the ‘pro rata’ model. It’s easy, predictable, and often benefits superstar artists. But the user-centric model, used by SoundCloud, Tidal, Deezer, and others, distributes revenue on a per-user basis. So if you pay $10 / mo and only listen to Mariah Carey, then Mariah (and her various rights holders) get the full distribution of your payment net fees. The user-centric model is more volatile (e.g. what happens if you don’t listen to any artists for a month?), and may cost more to maintain but studies say it boosts revenue for middle-class artists who have smaller but passionate fanbases. 2. Should longer songs get more revenue than shorter songs? The current payout models count 1 full stream once a song has been played for a minimum of 30 seconds. This is quick and efficient, but too democratized for some critics. It means a 31-second meditation track can generate the same amount of money as hip-hop’s first big single, the 14-minute medley, “Rapper’s Delight.” A solution could be what Will Page proposed on our podcast episode: a multiplier. For each additional minute of a song listened to over 4 or 5 minutes, the song would receive a ~1.2x boost in streaming revenue. 3. Should the artist you start a listening session with be rewarded more? If you start your Apple Music session by searching a Justin Bieber song, then the algorithm plays a Selena Gomez song, should Bieber be paid more than Selena? Today that’s not the case, but people are pushing for this. Think about a supermarket. The grocery store stocks shelves and negotiates with suppliers based on their brands’ influence on consumers. If a particular brand is more likely to lure customers in, then those brands want to be compensated more for that. Music streaming is the digital version of that. These are three of several debates on streaming. Others including price raises, advances, and revenue splits between labels, publishers, and streaming services. But the underlying tension stems from music streaming growth slowdown, which puts more pressure on the competing incentives between streaming services and rightsholders. If the industry can find ways to grow the overall pie, then everyone’s happy. But it’s easier said than done. If you enjoyed this breakdown, we did a whole episode on Trapital about this topic with Bloomberg’s Lucas Shaw, check it out here: https://lnkd.in/gckpbiBd What do you think is the best payout model for streaming?
Common Industry Challenges
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What’s holding back natural climate solutions? Natural climate solutions (NCS)—from reforestation and agroforestry to wetland restoration—have long been championed as low-cost, high-benefit pathways for reducing greenhouse gases. In theory, they could provide over a third of the climate mitigation needed by 2030 to stay under 2°C of warming. But in practice, progress is stalling. A sweeping new PNAS Nexus study reveals why. Drawing on 352 peer-reviewed papers across 135 countries, researchers led by Hilary Brumberg cataloged 2,480 documented barriers to implementing NCS. The obstacles are not ecological. Rather, they are human: insufficient funding, patchy information, ineffective policies, and public skepticism. The result is a vast “implementation gap” between what is technically possible and what is politically, economically, or socially feasible. The analysis found that “lack of funding” was the most commonly cited constraint globally—identified in nearly half of all countries surveyed. Yet it rarely stood alone. Most regions face a tangle of interconnected hurdles. Constraints from different categories often co-occur, compounding difficulties: poor governance erodes trust; disinterest stems from unclear benefits; technical know-how is stymied by bureaucratic confusion. These patterns vary by region and type of intervention. Reforestation projects, for instance, face particularly high scrutiny over equity concerns—especially in the Global South, where land tenure insecurity and historical injustices run deep. Agroforestry and wetland restoration often struggle with the complexity of design and monitoring. Meanwhile, grassland and peatland pathways remain understudied, despite their importance. The study’s most striking insight may be spatial. Countries within the same UN subregion tend to share a similar profile of constraints—more so than across broader development regions. This geographic clustering suggests an opportunity: Supranational collaboration, if properly resourced and attuned to local context, could address shared challenges more efficiently than isolated national efforts. Crucially, the authors argue that piecemeal fixes will not suffice. Because most countries face an average of seven distinct constraints, many from different domains, effective solutions must be integrated and cross-sectoral. Adaptive management—a flexible, feedback-based approach—could help. By identifying which barriers arise at each stage of an NCS project’s lifecycle, it may be possible to design interventions that are not just technically sound, but socially and politically viable. Natural climate solutions still hold vast potential. But unlocking it will require less focus on where trees grow best—and more on where people can make them thrive. 🔬 Brumberg et al 2025. Global analysis of constraints to natural climate solution implementation. PNAS Nexus. https://lnkd.in/gDmYJEph
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The one commonality among all successful companies in India is that they have designed their products, services, marketing strategies and every critical aspect with a clear understanding of what kind of consumer they’re catering to. Similarly, when I analyse films that have succeeded in recent times, there’s one clear indicator. The film makers knew their audience deeply, and crafted stories, specifically for them. Take Shahrukh’s Pathan as an example - Siddharth & Adi Chopra did with SRK, precisely what SRK fans wanted. And it clicked like magic. By and large that holds true for all the films that have succeeded in India off late. Regardless of which market they catered to or what language they were made in. If others cohorts of audiences enjoyed the film - that was a bonus. But those films weren’t designed to please anyone but their core audience. India’s a large and diverse country. A one size fits all approach doesn’t work for brands or products, and it certainly doesn’t work for cinema and content. Truth is, the Indian film industry has been struggling off late. The business models, distribution dynamics and most importantly the consumers - are all evolving. Family movie outings have become costly with cabs, tickets, popcorn and dinner adding up. It’s no surprise many now prefer watching movies at home for less. Not to forget the evolution in how audiences consume entertainment — with a phone in everyone’s hand, we now prefer individual over community experiences. This adds another layer of complexity. There are other elements - like how we do our storytelling. Faced with the pressure of churning out content or meeting production deadlines, the nuanced craft of storytelling is often neglected. Think about Raj Kapoor, Hrishikesh Mukherjee, Yash Chopra, Ramesh Sippy. I grew up watching their films. Storytelling was a cherished skill. It still is. But the market, the consumer, the business models have changed. Our challenge isn’t just to create good content but to make it compelling enough to draw people together, be it in theaters or around a single screen at home. We need to make some changes that help address some of these gaps. Not just the film makers and actors but the whole ecosystem, including the other stakeholders. Collectively, we need to make changes with intention. This isn’t just about business metrics. It’s about sustaining the cultural powerhouse that Indian cinema has been for decades. Films are not just entertainment; they are integral to our cultural fabric after all. More so, the film industry is a vast employment generator. It’s crucial that we find our way back to being a cherished part of everyone’s life. As someone who has been part of this magical world for decades, I truly consider this home. And I want to see this industry flourish again, not just for the art but for the countless individuals it supports.
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Every 10 minutes, 6,000kg of clothes are thrown away in Australia 🌎 Most of this waste ends up in landfill, underscoring the urgent need for systemic change in the fashion industry. Fast fashion’s model of high-volume production and short product lifecycles drives unsustainable resource consumption and significant environmental harm. The production of clothing demands extensive water, energy, and raw materials, yet much of it is discarded within a year. This linear approach to fashion—produce, consume, dispose—leads to inefficiencies and growing environmental costs that recycling alone cannot resolve. Transforming the industry requires ambitious solutions: embedding circular principles into design, prioritizing durability and repairability, and fostering resource-efficient production. A shift toward responsible consumption, combined with robust policies and corporate accountability, can reduce waste and extend the lifecycle of materials. The transition to a circular and regenerative model is not only a necessity but also an opportunity. It can drive innovation, conserve natural resources, and position the industry as a leader in addressing global sustainability challenges. #sustainability #sustainable #business #esg #climatechange #climateaction #circular
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The House Budget Bill explained… for solar and storage manufacturers. This week, as the Senate reconvenes to determine how to move forward with the reconciliation process, I will be sharing explainers like this one for each segment of our industry. We’re starting at the top of the supply chain: manufacturers. There are three provisions in the bill that manufacturers should be aware of: 1. 45X. 45X, the Advanced Manufacturing Production Tax Credit, is a federal incentive for the domestic manufacturing of clean energy components and critical minerals. The House bill accelerates the 45X phase out schedule, sunsetting it in 2031. 2. Transferability. The ability to transfer tax credits, including 45X, helps manufacturers finance big capital expenditures like new factories and machinery. However, the House bill ends transferability for 45X after 2027. This will limit the long-term investments that many domestic manufacturers can make. 3. FEOC. The Foreign Entities of Concern (FEOC) provisions are restrictions on who can claim certain energy tax credits. As currently drafted in the House bill, these restrictions are entirely unworkable. The FEOC restrictions exclude not only companies with foreign ownership but also manufacturers that import components, subcomponents, or critical minerals from specified foreign entities or foreign-influenced entities. The bill even excludes manufactured parts that contain components that are produced under a license from one of these entities. In practice, these rules will exclude virtually every manufacturer from accessing the tax credits. Additionally, if passed by the Senate, many of these restrictions go into place at the end of this year. Now that you know what the bill says, let’s talk about what it will do. I’ve spoken at great length about the surge of domestic solar and storage manufacturing in the U.S. and its importance for our technological competitiveness, our national security, and our local economies. This bill puts that all at risk…. And red states have the most to lose. SEIA estimates that, if the House bill passes the Senate, it will likely force about 331 solar and storage factories to either close or be cancelled. Over $40 billion in manufacturing investments are at risk, with about $35 billion of that coming out of red states. Because of the other provisions of the House bill that restrict solar deployment, even the factories that do survive will see far less demand for their products. We worked so hard to create a dynamic ecosystem of solar manufacturing and deployment and, right now, it is all at risk. So, please, keep the pressure up on your Senators: https://lnkd.in/ekJ-QU27 I will be back tomorrow with additional explainers for other solar segments.
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If #diversity, #equity, and #inclusion practitioners want to get ahead of anti-DEI backlash, we have to address an elephant in the room: no two people in the same workplace perceive their workplace the same way. I see this every time I work with client organizations. When asked to describe their own experience with the workplace and its DEI strengths and challenges, I hear things like: 😊 "I've never experienced any discrimination or mistreatment; our leaders' commitment is strong." 🤨 "I had a good time in one department, but after transferring departments I started experiencing explicit ableist comments under my new manager." 🙁 "I've never had anything egregious happen, but I've always felt less respected by my team members because of my race." Who's right? Turns out, all of them. It starts to get messy because everyone inevitably generalizes their own personal experiences into their perception of the workplace as a whole; three people might accordingly describe their workplace as a "meritocracy without discrimination," an "inconsistently inclusive workplace dependent on manager," or "a subtly racist environment." And when people are confronted with other experiences of the workplace that DIFFER from their own, they often take it personally. I've seen leaders bristle at the implication that their own experience was "wrong," or get defensive in expectation they will be accused of lacking awareness. It's exactly this defensiveness that lays the foundation for misunderstanding, polarization, and yes—anti-DEI misinformation—to spread in an organization. How do we mitigate it? In my own work, I've found that these simple steps go a long way. 1. Validate everyone's experience. Saying outright that everyone's personal experience is "correct" for themselves might seem too obvious, but it plays a powerful role in helping everyone feel respected and taken seriously. Reality is not a question of "who is right"—it's the messy summation of everyone's lived experience, good or bad. 2. Use data to create a shared baseline. Gathering data by organizational and social demographics allows us to make statements like, "the average perception of team respect is 70% in Engineering, but only 30% in Sales," or "perception of fair decision making processes is 90% for white men, but only 40% for Black women." This establishes a shared reality, a baseline for any effective DEI work. 3. Make it clear that problem-solving involves—and requires—everyone. The goal of DEI work is to achieve positive outcomes for everyone. Those with already positive experiences? Their insights help us know what we're aiming for. Those with the most negative? Their insights help us learn what's broken. The more we communicate that collective effort benefits the collective, rather than shaming or dismissing those at the margins, the more we can unite people around DEI and beat the backlash.
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As the landmark Employee Retirement Income Security Act of 1974 (ERISA) turns 50, it's time we consider how today’s retirement landscape has shifted and push for solutions that can better deliver on ERISA’s retirement income promise for today’s workers. ERISA became law at a time when pensions were commonplace. Today, access to a pension is rare, leaving workers to rely on workplace sponsored retirement plans. But 57 million workers do not have access to such a plan. As a result, America faces a $4 trillion retirement savings gap and 40 percent of U.S. households risk running short of their retirement savings. It’s up to us – the private and public sectors working together–to close access, savings, and retirement income gaps so that all workers, regardless of where they are employed, have the tools they need to build a secure financial future. https://lnkd.in/eaq8wEzY #ERISA50 #TIAATMRW
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AI adoption is accelerating faster than the energy systems built to support it. Data centers are already among the most power-intensive assets on the grid and are seeing demand rise at rates that legacy infrastructure, static operating models, and fragmented regional grids were simply not designed to handle. The consequence is predictable: higher costs, growing emissions, and mounting pressure on utilities and operators trying to maintain reliability while integrating renewables. I’ve spent much of my career working at the intersection of technology, energy policy, and industrial systems, and this challenge is proving to be one of the defining infrastructure questions of the decade. It’s increasingly clear that the sector needs new ways to manage load, forecast demand, and coordinate resources across highly variable conditions. This week, I had the opportunity to hear from senior leaders at Hanwha Qcells about a model they are developing that aims to address these pressures. What stood out to me was the architectural shift behind the technology: using AI, interoperable language, and digital twins to unify diverse equipment, link operations to real-time grid signals, and automate many of the repetitive, checklist-style decisions that currently consume operator time. This broader concept of treating data centers as intelligent, grid-aware assets aligns with conversations happening across industry and government. The framework they described integrates clean generation, storage, and control software into a single adaptive system. The goal is straightforward but ambitious: reduce wasted energy, cut emissions, and improve resilience as AI demand grows. Their lofty projections (20–30% cost reductions, up to 35% emissions cuts, faster response times through agentic operations) reflect why approaches like this are gaining momentum. What interests me most is how these ideas fit into the larger trend: the shift toward an “Intelligent Age” where digital growth and energy management are inseparable... remember when VPPs were unheard of? Solutions that improve transparency, interoperability, and operational flexibility will be essential, and not just for data centers, but for manufacturing, transportation, and other power-intensive sectors facing similar constraints. As we look ahead, the real opportunity is in building systems that scale, adapt, and operate with far greater situational awareness. The conversation with Qcells underscored how quickly this space is evolving and why collaboration across utilities, technology developers, operators, and policymakers will be critical in the years ahead. Article link: https://bit.ly/4qggMLd #Hanwha | #HanwhaQcells | #Microsoft | #AI | #DataCenters | #EnergyManagement | #GridModernization | #CleanEnergy | #Innovation
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Every dealer I talk to right now — large groups, single points, franchise and independent — is saying the same thing: Business is getting tougher. Margins are shrinking. Affordability is the biggest challenge on both new and used. For the first time in years, the market feels a lot like 2018 again… maybe tougher. Here’s what I’m seeing across the country: 🔹 Affordability has hit a ceiling. Interest rates, insurance, and high transaction prices have pushed payment-sensitive buyers to the limit. 🔹 New-car gross is tightening fast. Inventory is back, OEM programs are ramping up, and competition for qualified buyers is intense. 🔹 Used-car margins are compressed. Acquisition costs are high, negative equity is rising, and the fight for trades and consumer cars is fierce. 🔹 The “COVID gross era” is over. We’re back in a market where discipline, process, and leadership matter more than ever. But here’s something a lot of people aren’t talking about: We don’t just have an inventory or affordability problem. We have a people and training problem. And this is where strong operators pull ahead: ✔️ Salespeople need to be trained to prospect again. Many don’t even understand the word. They’ve never been taught how to build a book of business, make outbound calls, promote themselves on social media, or create their own opportunities. That skillset is becoming essential again. ✔️ Service advisors and techs need to be retrained on the basics. Proper multipoint inspections… reviewing recommended maintenance… adding lines and hours per RO… communicating value to the customer. The service lane is the heartbeat of the dealership — and it needs consistent coaching. ✔️ Sales managers need situational awareness. What’s happening on the lot, in the showroom, and in the digital showroom. Who’s aging. Who’s waiting. Who needs a follow-up. Managers can’t spend the whole day behind a desk anymore — they need to lead from the front. ✔️ Dealers must acquire aggressively from consumers. Service drive, equity mining, instant cash offer funnels — everything matters right now. ✔️ Recon must be tight, disciplined, and fast. Speed to market is non-negotiable. ✔️ Older, affordable inventory is critical. More customers are payment buyers. Sub-$20k retail is a must. ✔️ Expense control has to return to 2018 levels. The 2021–2022 expense model doesn’t work anymore. ✔️ Technology and AI are becoming competitive advantages. The dealers who adopt it first will win on efficiency, training, follow-up, and acquisition. The market has shifted — and it’s not shifting back anytime soon. This is the moment where real operators separate themselves. If you’re feeling the pressure, you’re not alone. And if you’re doubling down on fundamentals, training, and accountability, you’re already ahead.
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𝗙𝗿𝗼𝗺 𝗟𝗮𝗯 𝘁𝗼 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 - 𝗪𝗵𝘆 𝗦𝗰𝗮𝗹𝗶𝗻𝗴 𝗠𝗶𝗰𝗿𝗼𝗮𝗹𝗴𝗮𝗲 𝗶𝘀 𝗡𝗼𝘁 𝗘𝗮𝘀𝘆 Microalgae are often called "green gold" because of their many uses - biofuels, food, feed, wastewater treatment, carbon capture, and even pharmaceuticals. They grow fast, use little land, and produce valuable compounds. But taking them from a controlled lab to a large, industrial scale is much harder than it looks. 𝙎𝙤𝙢𝙚 𝙠𝙚𝙮 𝙘𝙝𝙖𝙡𝙡𝙚𝙣𝙜𝙚𝙨: 📍Strains under stress - Algae that grow well in the lab often fail outdoors, where light, temperature, CO₂, and pH keep changing. 📍Contamination risks - Bacteria, fungi, and other algae can quickly spoil cultures, even in closed systems. 📍Scaling photobioreactors - Bigger reactors do not always mean better; light and gas exchange become inefficient. 📍High harvesting costs - Separating algae from water can eat up 20–30% of total costs. 📍Water and nutrient demand - A huge amount of water and nutrients are needed for each kilogram of algae biomass. 📍Product quality - Keeping a consistent protein, lipid, or pigment profile is difficult at scale. 📍Regulation and markets - Food and feed approvals are slow, costly, and vary by country. 📍Economics - Current production costs are high, which limits use to only high-value products. 📍Energy balance - The energy needed for aeration, mixing, and harvesting can sometimes exceed the energy value of the final product. Public perception and awareness - Many end-users still see algae as “unfamiliar” or “risky,” slowing consumer acceptance and market growth. 𝘽𝙪𝙩 𝙩𝙝𝙚𝙧𝙚 𝙖𝙧𝙚 𝙖𝙡𝙨𝙤 𝙘𝙡𝙚𝙖𝙧 𝙨𝙤𝙡𝙪𝙩𝙞𝙤𝙣𝙨 𝙖𝙣𝙙 𝙨𝙩𝙧𝙖𝙩𝙚𝙜𝙞𝙚𝙨: 👉Use local or adapted strains that can handle outdoor stress. 👉Apply modular photobioreactors instead of oversized ones. 👉Develop low-cost harvesting methods like bio-flocculation. 👉Recycle nutrients and water through wastewater integration. 👉Use AI and automation for real-time monitoring and process control. 👉Build biorefineries that make multiple products from the same algae. 👉Work with regulators to simplify approvals for safe, known strains. At Proalgaetech, we focus exactly on this - helping clients bridge the gap from research to reliable industry. Our expertise includes strain selection, scalable PBR design Lgem | synalgae, contamination control, wastewater-based nutrient recycling, and regulatory guidance. The promise of algae is big, but success depends on solving these practical challenges step by step. With the right design and partnerships, microalgae can become a true pillar of the circular bioeconomy. Let us connect if you are exploring algae for food, feed, water, or carbon solutions. #Innovation #Technology #Management #DigitalMarketing #Future #Microalgae #SustainableTech #WastewaterTreatment #Bioeconomy #AlgaeInnovation #CarbonCapture #FoodTech #CircularEconomy #Biotech #ProAlgaeTech