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cody smith, baylor mis
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what is the focus of manufacturing resource planning in the 60s - 80s?
production scheduling and material requirements
what was the key innovation for material resource planning in the 60s - 80s?
“planned v actual” analysis for manufacturing control
what were the limitations of material resource planning in the 60s - 80s?
isolated from other business functions (finance, HR, and sales)
what were the business drivers for erp in the 1990’s?
globalization, supply chain complexity and data inconsistency
what was the core vision for erp in the 1990’s?
single source of truth across all business functions
who were some of the early vendors for erp?
sap, oracle, peoplesoft, jd edwards
what is the erp value in operational efficiency?
automation of manual processes, reduced errors and faster transactions
what is the erp value in data consistency?
single source of truth eliminates reconciliation nightmares
what is the erp value in speed and visibility?
real-time reporting and decision-making
what is the erp value in cost reduction?
inventory optimization, better supplier management, reduced working capital
what is the erp value in scalability?
support for growth, multiple locations, currencies and languages
what is the erp value in compliance?
built-in controls for audit trails, segregation of duties and regulatory reporting
what are the main challenges of erp?
high implementation cost, long timelines, significant business disruption, requires business processes to change, massive data migration, and talent shortages
what is the erp implementation method the waterfall approach?
traditional phased approach, (analysis→ design → built → test → go live)
what is the erp implementation method big bang?
implement entire system all at once across organization
what is the erp implementation method best of breed vs best of suite?
single vendor v multiple specialized systems
what is the erp implementation method agile erp?
newer approach using iterative cycles and continuous improvement
what is the erp implementation method cloud v on-premise?
deployment model choices
what is the shift to cloud based deployments called?
SaaS
what is modular erp?
best of breed solutions integrated via apis
what are the challenges of modular erp?
integration complexity, data governance, vendor management
what are the benefits of modular erp?
flexibility, best functionality in each category, faster innovation
what is the hybrid approach for modular erp?
core erp + specialized solutions
what are the main costs of erp?
software licensing, implementation, infrastructure and cloud hosting, training and change management, ongoing support and maintenance
what are the hidden costs of erp?
data migration, process redesign, business disruption
what was considered early “programming”
the jacquard loom!
when is the term “robot” coined?
by czech playright, in the 1920s
when was the first industrial robot patent (devol and engelberger)?
1954
what was the name of the robot installed at the general motors factory, and when?
UNIMATE and in 1961
what is robotics?
discipline combining mechanical engineering, computer science and AI
what is the definition of a robot?
a programmable machine that perceives environment and preforms tasks autonomously or semi-autonomously
what are the key components of a robot?
mechanical structure, actuators (motors), sensors, control system (software/AI)
is there a spectrum of autonomy when it comes to robots?
yes! ranging from full teleoperation, semi-autonomous, and fully autonomous
what is the value a business has for a robot?
consistency, precision, 27/4 operation, hazardous environment access
what is an industrial robot used for?
manufacturing (assembly, welding, painting), palletizing, material handling
what is a service robot used for?
cleaning, delivery, hospitality, healthcare (surgical, disinfection, patient care)
what are collaborative robots used for? (cobots)
designed to work safely alongside humans
what are mobile robots used for?
autonomous navigation (warehouse, delivery, logistics)
what are specialized robots used for?
underwater exploration, hazmat, space, military applications
what are drones?
aircraft without onboard pilot; operated remotely or autonomously
what are the key characteristics of a drone?
flight duration (minutes to hours), payload capacity, range, weather resistance
what are the control modes for drones?
manual (pilot-controlled), semi-autonomous (assisted flight), and fully autonomous (programmed missions)
what are sensor packages for drones?
cameras (visual and thermal), lidar, radar, multispectral sensors
what are the categories of drones?
micro (under 250g), small (under 55lbs), large (commercial and military)
what are the commerical applications of drones?
surveying, mapping, agriculture, infrastructure inspection, real estate, media production
what are the industrial uses for drones?
power line inspection, mine surveying, disaster assessment, construction monitoring
what are the emerging services for drones?
delivery, emergency response, environmental monitoring
what are the advantages of drones?
access to dangerous / remote locations, cost efficiency v manned aircraft, speed of deployment
what are the challenges of drones?
regulatory restrictions, weather dependency, limited flight duration and safety concerns
what is an autonomous vehicle?
car that can navigate roads and make driving decisions with minimal / no human intervention
what does a zero mean in the standardized scale of driving automation (defined by SAE)?
no automation
what does a two mean in the standardized scale of driving automation (defined by SAE)?
driver assistance (autopilot, adaptive cruise, lane keeping) this is the current market leader!
what does level three to four mean in the standardized scale of driving automation (defined by SAE)?
conditional / high automation (limited to specific conditions, but can handle most scenarios)
what does level five mean in the standardized scale of driving automation (defined by SAE)?
full automation (no steering wheel or pedals, no human driver needed)
what is the sensor suite in autonomous vehicles?
cameras, lidar, radar, ultrasonic sensors, gps, inertial measurement units
what is the software stack when it comes to autonomous vehicles?
perception (object detection), prediction (path forecasting), planning (route determination), control (actuator commands)
what are the key challenges for autonomous vehicles?
edge case handling, adverse weather, cybersecurity, liability, ethical decisions
what is the current bottleneck for autonomous vehicles?
rare events that machine learning models haven’t encountered during training
what is the data requirements for autonomous cars look like?
billions of miles of driving data needed for safety validation
who are the industry players for robots?
abb, kuka, fanuc, yaskawa, boston dynamics, rethic robotics, some automakers like honda
who are the industry players for drones?
dji (seventy percent market share), auteryz, freefly, aeryon, parrot
who are the major industry players for autonomous vehicles?
waymo, tesla, cruise, aurora, and zoox (some traditional automakers are here too!)
what are industry robotics?
ubiquitous in manufacturing, 3+ million robots globally
what are service robots?
rapidly deployed in hospitals, logistics, retail; hospitals use thousands for disinfection and delivery
what are collaborative robots?
fastest-growing segment; increasingly integrated with AI for learning
what is the labor market impact for robotics in 2026?
automation accelerating in warehouses, healthcare, hospitality; significant job displacement in some sectors
what are the challenges of robotics in 2026?
high capital costs, need for customization, skilled workforce shortage for robot programming / maintenance
what is the civilian drone market?
hundreds of thousands of commerical drones in operation; surveying, agriculture, photography, inspection dominant.
what is the delivery drone market?
limited but expanding pilot programs in select cities and regions
what is the regulatory process for drones in 2026?
most developed nations now have clear rules for commercial drone operations
what is the economic value of drones in 2026?
commercial drone services market estimated at $10+ billion annually
why are there geopolitical tensions around drones in 2026?
dji market dominance creates national security concerns in the us, europe and canada
who is waymo’s parent company?
alphabet inc. (also google’s parent!)
what enabled B2B transactions in early forms of e-commerce?
electronic data interchange (edi!)
when was the world wide web invented?
tim bernes-lee in 1989!
what did the world wide web do?
allowed the first web browsers to make the internet accessible to consumers
what was the main concern with e-commerce early on?
security concerns and lack of payment standards created barriers and issues
when was amazon founded, and why?
founded in 1994 and as an online bookstore
when were secure payment protocols implemented?
after dot-com and the aftermath! so 1995 - 2003, and they were implemented as SLL/HTTPS
what did the rise of mobile and web 2.0 help do? (2003-2010)
broadband internet becomes mainstream! smartphones emerge, social media, third-party marketplaces and more.
what does dtc stand for?
direct to consumer, so brands disrupt traditional retail
what is it called when retail integrates online and in physical stores?
omnichannel
what is the core definition of ecommerce?
the buying and selling of goods and services over the internet
what is the broader definition of ecommerce?
digital transactions and business processes that occur electronically
what is the scope of ecommerce?
includes product sales, services, information, and digital goods
what are the transaction types for ecommerce?
b2b, b2c, c2c, g2b, and g2c
what is the key distinction in ecommerce?
technology-enabled commerce, not just a sales channel
what is the b2c transaction type?
companies sell directly to individual customers
what are the characteristics of a b2c?
high transaction volume, varied product categories, competitive pricing pressure
what is one of the most important things for b2c?
customer experience! such as reviews, returns, customer service is the differentiator
what is the b2b transaction type?
business to business! companies selling to other companies
what are the characteristics of b2b transactions?
relationship-based, contract negotiations, and integration requirements
what is the c2c transaction type?
consumer to consumer
what are the characteristics of c2c transactions?
trust mechanisms like ratings, seller verification. plus also most of these companies have transaction fees
what are the things supporting the ecommerce ecosystem?
payment systems & logistics and fulfillment
what is included in payment systems?
payment processors, credit/debit cards, digital wallets, and alternative payments like klarna
what is included in logistics and fulfillment?
warehouse management, last-mile delivery, third-party logistics and fulfillment models
who are the industry players for platforms and marketplaces?
amazon, ebay, alibaba, shopify and etsy
who are the players for pure-play retailers?
zenni, warby parker, bonobos, glossier, chewy
who are the players in traditional retailers going digital?
walmart, target, best buy, sephora