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Crowdfunding
Raising small amounts of capital from a large number of individuals, usually via online platforms, to fund a project, business, or venture.
Three Types of Crowdfunding
Donation-based (no return expected), Reward-based (perks/goods in return), Equity-based (investors receive shares/ownership).
Pros and Cons of Donation-based Crowdfunding
Pros: No repayment/equity given, builds community; Cons: No financial return for donors, relies on goodwill.
Pros and Cons of Reward-based Crowdfunding
Pros: Tangible perks motivate backers, tests market demand; Cons: Fulfillment costs/delays, no ownership for backers.
Pros and Cons of Equity-based Crowdfunding
Pros: Access to capital without debt, broad investor base; Cons: Dilution of ownership, regulatory compliance, illiquidity.
Regulation Crowdfunding (Reg CF)
SEC exemption allowing companies to raise up to $5 million in 12 months from accredited and non-accredited investors via registered platforms (increased from $1.07M in 2021 amendments).
Difference: Regulation Crowdfunding vs Regulation A+
Reg CF: Up to $5M cap, must use intermediary platform, simpler disclosures, no general solicitation beyond platform, 1-year resale restriction. Reg A+ (mini-IPO): Up to $75M (Tier 2) or $20M (Tier 1), broader advertising allowed, SEC qualification required, preempts state blue sky laws in Tier 2, ongoing reporting (annual/semiannual for Tier 2), better liquidity potential.
Mini IPO
Term for Regulation A+ offerings, allowing public-like capital raising with reduced SEC requirements compared to full IPO, often called "mini-IPO" for smaller companies.
Testing the Waters
Provision allowing companies to gauge investor interest (solicit indications) before full filing/qualification, reducing risk of failed offerings in Reg A+ and similar exemptions.
2021 Regulation Changes for Crowdfunding
SEC amendments increased Reg CF cap to $5M (from $1.07M), raised individual investment limits for non-accredited investors (up to greater of $2,500 or 5-10% of income/net worth, capped at $107K), eased some disclosure/auditing rules, improving access for issuers and investors.
Blue Sky Laws
State securities regulations; apply to Reg CF (no federal preemption) and Reg A+ Tier 1, but preempted for Reg A+ Tier 2 (no state qualification needed).
Liquidity in Crowdfunding Platforms
Low/illiquid: Securities often restricted (1-year hold for Reg CF), limited secondary markets, no active trading like stocks. Vs. money market investments (e.g., funds/accounts): High liquidity (same/next-day access, no lockups, redeemable daily).
Reporting Requirements for Crowdfunding Companies
Annual report (Form C-AR) within 120 days of fiscal year-end, progress updates (Form C-U at offering close), financial statements (audited if >$1.07M raised pre-2021 rules, but simplified post-amendments), posted on issuer website and EDGAR.
Lego Works Fixed Transaction Fee
50,000 transactions × $0.35 = $17,500 (fixed per-transaction fee, regardless of payment method).Role of ACH
Entities Responsible for ACH
NACHA (governs rules/standards), Federal Reserve and The Clearing House (operate processing networks).
Examples of ACH Transfers
Direct deposit of payroll, bill payments, person-to-person transfers, government benefits.
Routing Number vs SWIFT Code
Routing: 9-digit US domestic bank identifier; SWIFT: International bank identifier (BIC) for cross-border.
Wire Transfers Used For
Large, urgent/high-value payments (e.g., home purchase, international); drawbacks: expensive ($10-50+ fees), irreversible, slower for cross-border.
Advantages of Mobile/Digital Wallets
Convenience, speed, contactless, rewards integration, tokenization for security.
Mobile Wallet Secure Contactless Payments
Tokenization replaces card number with token, encryption, biometrics, NFC limits range.
Benefits of Payment Processing Systems
Faster settlements, fraud reduction, multi-method support, analytics.
Entities in Credit Card Processing
Issuer bank, acquirer bank, card network (Visa/MC), merchant, gateway/PSP.
PCI DSS 12 Requirements
Mandatory for card handlers: Firewall, no defaults, protect data, encrypt transmission, antivirus, secure systems, access control, unique IDs, physical access, monitoring, testing, policy.
Benefits of PCI DSS Compliance
Reduced breach risk, trust, lower fines/insurance.
Problems from Non-Compliance
Fines, lawsuits, card brand penalties, reputation damage, potential loss of processing rights.
Wholesale vs Retail Cross-Border Transactions
Wholesale: Large interbank; Retail: Consumer/small business; retail often slower/more expensive.
Cross-Border Payment Process
Originating bank → correspondent banks → beneficiary bank via SWIFT; multiple intermediaries.
Drawbacks of Legacy Cross-Border
High fees, slow (days), opaque tracking, FX costs.
G20 Role in Cross-Border
Pushing for faster/cheaper standards (e.g., targets for cost <3%, same-day).
Visa Direct / Mastercard Send
Real-time push payments, enabling instant transfers, improving retail cross-border.
SWIFT GPI Innovations
End-to-end tracking, faster processing, transparency.
API Definition
Set of protocols for software to communicate/interact.
API Benefits
Faster integration, scalability, innovation, open ecosystems.
API Role in Payment Processing
Enables seamless connections (e.g., Plaid for bank links, Stripe APIs).
API in Investment/P2P Lending
Robo-advisors use for portfolio management; P2P platforms for loan matching/funding.
White Label Banking
Fintech offers branded bank products via partner bank's backend.
PSD2 Regulation
EU open banking rule; forces banks to share data via APIs, enabling third-party services.
BaaS (Banking as a Service)
Banks provide regulated backend via APIs; benefits banks (revenue), fintechs (speed/no license).
Examples of BaaS/SaaS Integration
Companies like Stripe Treasury, Unit, or Solaris increased revenues by embedding banking (e.g., higher fees, user retention).
QR Codes in Payments
Scan-to-pay; low-cost, contactless, used in apps like Venmo/WeChat.
Why QR Codes Increased Post-1994
COVID hygiene needs, mobile adoption, low infrastructure cost in emerging markets.
BNPL (Buy Now Pay Later)
Installment payments at checkout; boosts sales/conversion, but fees to merchants; players: Affirm, Klarna, Afterpay; pros: higher cart value; cons: debt risk; higher rates hurt demand.
Embedded Finance
Financial services inside non-fin platforms (e.g., Shopify loans); shifts revenue from banks to platforms.
Blockchain in Payments
Decentralized, fast/cheap cross-border (e.g., Stellar low fees, fast settlement, cross-asset).
Insurtech
Tech-driven insurance innovation (underwriting, claims, distribution).
Peer-to-Peer Insurance
Policyholders pool premiums; unused returned; differs from traditional by reducing insurer profit motive.
On-Demand/Shared/Gig Economy
On-demand: instant services; Shared: asset sharing; Gig: freelance/short-term work.
Usage-Based vs Traditional Insurance
Usage: Premiums from real data (telematics); Traditional: Flat based on demographics.
Continuous Underwriting
Real-time risk assessment via data streams vs. periodic traditional.
Microinsurance
Small, affordable policies for low-income; benefits access in developing countries.
Embedded Insurance
Insurance bundled in purchase (e.g., travel protection); related to micro via on-demand/micro scale.
Connected Homes
IoT-enabled smart homes (sensors, automation); advantages: efficiency/safety; disadvantages: privacy/hacking risks.
Telematics in Insurance
Usage data (driving behavior) lowers premiums for safe drivers.
V2V/V2P/V2I/V2X
Vehicle-to-vehicle/person/infrastructure/everything; reduces accidents, enables dynamic insurance.
Blockchain in Insurance
Smart contracts automate claims; prevents double dipping (multiple claims same loss); protects data integrity.
Double Dipping
Claiming same loss multiple times; blockchain ledger prevents via immutable records.
R3 Claimshare
Uses Corda/Conclave blockchain to share claims data, detect duplicates.
Future of Insurtech
Hyper-personalized, real-time, blockchain-integrated, embedded/micro focus.
Turing Test
Test if machine can mimic human conversation indistinguishably; Eugene Goostman "won" 2014 (controversial).
AI Coined
1956 at Dartmouth Conference.
AI Definition
Simulation of human intelligence (learning, reasoning) in machines.
AI Winters
Funding/interest drops after hype (1974-1980, 1987-1993) due to unmet expectations.
Dendral/Mycin
Early expert systems: Dendral (chemistry molecule ID, 1960s), Mycin (medical diagnosis, 1970s).
AI/ML/Deep Learning
AI: broad field; ML: subset learning from data; DL: ML with deep neural nets.
Supervised/Unsupervised/Semi/Reinforcement
Supervised: labeled data; Unsupervised: patterns in unlabeled; Semi: mix; Reinforcement: reward-based learning.
Recommender Systems
Content-based/collaborative filtering; drive sales via personalization.
Cold Start Problem
New users/items lack data; worse in collaborative filtering.
Robotic Wealth Management
Automated portfolio management via algorithms; players: Betterment, Wealthfront (low fees, diversification).
RPA vs AI in Robo
RPA: rule-based automation; AI: predictive/intelligent decisions.
Generative AI
AI creating new content (text/images); tech: transformers/large language models; use cases: content creation, code, art.
Parameters in GenAI
Model weights; larger = better capability but higher compute.
ChatGPT-4o Features (2024)
Multimodal (text/voice/vision), faster, improved reasoning.
Context Window (Gemini)
Amount of text model processes at once; larger = better long-context handling.
Parameters vs Tokens
Parameters: model learnable weights; Tokens: units of text processed.
Regtech
Tech for regulatory compliance/monitoring; helps firms (efficiency) and regulators (oversight).
Howey Test
Four prongs: investment of money, common enterprise, expectation of profits, from others' efforts.
Dodd-Frank 2010
Enhanced consumer protection (CFPB), systemic risk oversight, investor safeguards post-2008.