§Tech Tree Model of Heuretics

Phenomena-based cycles

Describing an effect in an inventive manner is important for separating invention and discovery

As a platonic ideal, research is an unscheduled quest for new knowledge and inventions with hard-to-predict outcomes

Quadrant Model of Scientific Research (Concept)

Research has many orthogonal and non orthogonal classification axes

Innovation requires multiple heuretics

Heuretics are either inventions or discoveries

The Most Famous Loop - Article

Relaxing constraints and exploring the unknown are helical

Technological and scientific paradigms are each based around exploiting a specific phenomenon

Planck’s Principle

TRLs are not monotonic

Science and technology advance through the same fundamental mechanism

Dispersion is a more appropriate word than dissemination or diffusion for heuretics

Roadmaps have two pieces - the map and the path

The linear innovation pipeline

The difference between science and technology is that science says X does Y while technology says X can be used for Y

Science enables tools enables science

The Connected Science Model for Innovation—The DARPA Model

How does Mokyr’s Invention and Innovation compare/contrast with Invention and Discovery?

How does the definition of invention in Lever of Riches compare with the definition in Cycles of Invention and discovery?

Ideas on how to improve scientific research

# Cycles of Invention and Discovery
**Progress** - By “progress,” we mean the combination of economic, technological, scientific, cultural, and organizational advancement that has transformed our lives and raised standards of living over the past couple of centuries. *From A new science of progress*
**Discovery** - Creation of new knowledge and facts about the world *From Cycles of Invention and Discovery*
**Invention** - Accumulation of and creation of knowledge that results in a new tool, device, or process that accomplishes a particular or specific purpose *From Cycles of Invention and Discovery*
**Technology**- tools and machines that may be used to solve real-world problems. *Cherry Picked from Wikipedia*
**Research** - Unscheduled quest for new knowledge and inventions whose outcome cannot be predicted *From Cycles of Invention and Discovery*
**Development** - *Scheduled* activity with a well-defined outdcome in a specified time frame *aimed at the marketplace* *From Cycles of Invention and Discovery*
**Commercialization -**the process of extending new technology into use in the ‘real world.’ 
**Dissemination**- the process of extending existing technology into use in the ‘real world’
**Innovation** Discovery+Invention+Research+Development+Commercialization that result in significant improvements in the world *From Cycles of Invention and Discovery*

### Authors
- [[Venkatesh Narayanamurti Podcast 20 May 2020]]
- [[Toluwalogo Odumosu]]



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# How does Mokyr’s Invention and Innovation compare/contrast with Invention and Discovery?
* [[Lever of Riches]]
* [[Cycles of Invention and Discovery]]
           


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Institutions shape how individuals interact

Structural Constraints

Bessemer Process

Technology Solves Problems

§Type I and Type II Progress

Knowledge of how markets and innovation work has made us jaded

Macroinventions are the tail end of the impact power law distribution clashing with our intuition

Government monopolizing any role is dangerous

Federated systems make it so disruptive changes cannot be completely damped out

Higher capital costs encourage larger firms

Permissioned and Permissionless Progress

Type I and Type II Progress - publishing version

It is important to have many pathways for the same ideas to become reality

In the long run Type II progress cannot exist without Type I progress

Do patents work better when firms are smaller or more uniform size?

Tea clippers vs Steamships

Consistent areas that matter for human progress

People who are directly affected by the change often impede progress

Early 21st century software engineering resembles 17th century mechanics

Are we not creating some things because of cultural values  the same way the Greeks and Romans did?

Fibonnaci both discovered the Fibonacci sequence and imported arabic numerals

Has anybody come up with a good theory of risk aversion focused on innovation?

How much does hope matter for technological progress?

If new knowledge is combinations of other pieces of knowledge, can macro inventions in the mokyr sense exist?

Is the gap between best practice and average practice described in lever of riches during the renaissance still the case?

Many inventions and discoveries seem to come from clerics

Urbanization of humanity has not been monotonic

What are the implications of the definition of invention in Lever of Riches?

What does it mean to be 100 years behind technologically?

What was Robert Mushet’s thought process when he figured out how to improve steel?

Which inventions does the dispensability axiom not hold for?

Why didn’t new husbandry techniques occur until 1500?

Why didn’t the romans create lateen sails?

Why was Europe slow to adopt paper?

Why was the breast wheel not invented until the industrial revolution?

Why was the separation of silver from copper ores so important?

Why were rails necessary for railroads (ie. Why didn’t they just invent giant steam powered carriages?)

Why weren’t buttons invented in Asia?

“Applied knowledge” might be a better term than “commercialization”

# Lever of Riches 
- p6 “technical change is like God. It is much discussed, worshipped by some, rejected by others, but little understood” - Thomson, an economic historian 
- p9 Herjee asserts that technological change cannot be explained by standard economic theory of rational choices subject to known constraints
-  “Technological change involves an attack by an individual on a constraint that everyone else takes as given”
- Francis bacon asserted that there were two kinds of inventions
	- Inventions that required all the current state of knowledge
	- Inventions that could have been invented at any time. Hard to know whether these were pushed by unique external circumstances 
		- Wheelbarrow
		- Stirrup
- Mokyr asserts that telling the difference between the two is hard
- p10 Mokyr defines inventions as “an increment in the set of the total technological knowledge of a given society, which is the union of all sets of individual technical knowledge”
- Unapplied knowledge makes no difference to economic welfare
- “At any moment there is a large gap between average and best practice technology; reducing this gap by disseminating the techniques used by producers at the cutting edge of knowledge is technological progress without invention.”
- “without further increments in knowledge, technological diffusion and the closing of the gap between practices will run into diminishing returns and eventually exhaust itself”
P11
- Invention and Innovation are compliments 
- Invention is an individual act and depends on things that affect individuals
- Innovation is a group act and depends on things that affect inter-individual interactions 
- Technological invention involves getting the environment to yield secrets and then manipulating those secrets.
- Three conditions for technologically creative society
	- Challengers: resourceful people who are willing and able to challenge environment for their own improvement
	- Incentives for the challengers to do their work
	- Openness to new things
P12
- Conception of a technology is important even though there is a learning process where costs decline
P13
- Microinventions are the “small incremental steps that improve adapt and streamline existing techniques already in use, reducing costs, improving form and function.
- Macroinventions are where “a radical new idea without clear precedent emerges more or less ab nihilo”
- A dispensability axiom is of the form “if X had not Y, it would have been done by Z”
- The dispensability axiom holds for some inventions but not others
	- incandescent Lightbulb
	- telephone
- Mokyr claims the dispensability axiom does not hold for many inventions
P14
- Analogy - both privates and generals are important but saying “Napoleon won the battle” is a useful shorthand
P15
- Whiggish interpretations of history are ones where it is a story of progress
- People’s ability to manipulate nature has increased
- Costs of bundles of goods have decreased
P19
- Greeks and Romans had different views of technological success and progress and did well on their metrics
- Early Iron Age (1100-500BC) saw a ton of invention 
	- iron
	- lathes, saws, pegs
	- shears
	- scythes
	- axes
	- picks
	- shovels
	- rotary quern
	- Ships 
	- wagons
P21
- Hellinistic inventors pioneered “machines”
	- lever 
	- wedge 
	- screw
- Simple machines were used in war but few other places, even though the same principles were used thousands of years later
P22
- Hero of Alexandria created
	- Aeolipile - steam engine used to open temple doors
	- Coin operated vending machine for holy water
	- Dioptra - similar to modern transit for surveying
	- combined theodolite with the level
- Ctesibius (3rd c bc) 
	- hydraulic organ
	- metal springs
	- water clock
	- force pump
P23
- “The binding constraint on metallurgical technology was the inability of ancient blacksmiths to produce iron at temperatures high enough for casting”
P26
- Celts invented many things
	- Harvesting machines
	- Barrels
	- enameling
	- spoked wheel
	- soap
	- advanced ironworking
	- pegs to function as bearings
-p31
- Middle Ages culture continued to not prioritize invention
	- “The upper classes devoted themselves to the subtle art of hacking each other to pieces with even greater dedication than the romans had”
- p32 
- Pulverizing soil prevents evaporation and brings subsoil minerals to the surface via capillary action
P41
- Shifting the sail spar over the mast during tacking prevented the romans from building larger ships using fore and aft riggings
- Lateen sails solved that problem and allowed ships to sail 65 degrees off the wind
- Penetration of paper into norther Europe was slow (took until 13th c.)  even though Muslim world was using it a lot
P48
- Claims “A process to separate silver from copper ores by means of lead, developed around 1450, was the most important discovery of this age”
P50
- Diagram of weight driven clock
P51
- Clocks created a the concept of communicable facts and concepts (“I-see-what-you-see” information diffusion)
P54
- Buttons created in 1230’s in Germany
- Buttons never invented in asia
P55
- Innovations (esp chemical) were created with no theory of how it worked and for the most part with an intention to do alchemy.
	- `Progress was attained by thousands of forgotten tinkerers and craftsmen, often replicating each other, many of them wasting their creative energy in the fruitless pursuit of alchemy and other dead ends`
P58
- Many inventions were imagined in 1500-1750 that couldn’t be executed on
- New husbandry techniques led to increased output in 1500-1750
P59
- The “dutch” plow was patented in England :troll:
P65
- Technical literature emerged from how-to books after 1450 - first time engineers were writing for other engineers
P66
- technical literature described machines that were state of the art more complex or expensive than most people could build
- hard to adapt machines between sites because of lack of skilled labor
P69
- British bounty for building an accurate clock that could be used on a ship to find longitude had a bounty of 20000 lbs in 1714. 
- The bounty wasn’t claimed until 1762 by John Harrison
P72
- 17th century instrument making involved apprenticeship, making their own tools. Art not science.
`Instrument making in the sixteenth and seventeenth centuries was an art, not a standardized technique. Most imporvements were the result of serendipity and trial-and-error searches. Learning and training took place mostly through apprenticing and informal contact. Mechanics had to build their own parts and often the gap between the visionary who saw what might be done and the craftsman whose material and tools limited what could be done was too wide to be bridged.`
P73
- The renaissance was unique because people doing science also created technology. 
- Before the rennaisance there was a distinction between thinkers and makers.
- After the renaissance there was the distinction between scientists and engineers.
P74
- Arabic numerals were introduced by Leonardo Fibonacci of Pisa in the book *Liber Abaci* in 1202.
- [[William Oughtred]], the Rector of Albury in England created the slide rule in 1621
P76
- 1588 - Giambastia della Porta created an egg incubator which he stopped after the inquisition clamped down. The technology was continued by a dutchmen and a frenchmen.
- Huegonauts were technically skilled and were kicked out of France which led to one helping Huygens invest the steam engine in Holland.
P77
- Manufacturing moved to the countryside in 1500-1750 because of guild restrictions on technological progress.
P83 
- There is no settled definition of the industrial revolution
- Wrigley proposes that it was a substitution of inorganic for organic materials
- Cipolla proposes that it is an increase in energy inputs and a focus on steam
- Paulinyi proposes that the industrial revolution was a focus on machines instead of hand tools
- Many different things were improved that actually had few things in common
- Some industries changed a lot and some not at all
- Technological innovation revolved around individuals in the industrial revolution
- <quote about characteristics of innovators> 
91
- The breast wheel was more efficient than the overshot and undershot waterwheels
P93
- Cort combined a number of innovations together to create a better process for making iron in 1784
P95
- `The product that resisted innovation most stubbornly was steel` 🥰
P98
- The self-acting mule was adopted extremely slowly despite obvious advantages because 
	- they were expensive and sources of capital were scarce
	- self actors were good for lower quality yarn until 1860
	- Non-self acting mules needed skilled ‘minders’ who would not need to be skilled
p106
- The foudrinier machine reduced the time to make a piece of paper from 3 weeks to 3 minutes
P109
- Gas lamps had little direct impact on wellbeing but a huge impact on wellbeing
- The first commercialization of gas lighting was a single factory owned by the company that bought the patent to the lamp
- Aimé Argand put together the different pieces of knowledge for the gas lamp in the early 1780’s
- Argand died poor because there was no way to prevent imitation of his lamp 
P110
- Mining output in the industrial revolution increased because there were more resources devoted to it, not better tech. The demand curve did not change shape.
- Ballooning (1783) had few economic impacts but large effects
P113 
- In the 1800’s`The number of technological breakthroughs that were purely empyrical did not decline though their relative importance did `
P114
- Increasing returns to scale (which happened in the 19th century) changes the way we think about research, development, diffusion, and adoption.
P115
- Structural constraints occur when you have multiple pieces interacting in a complex system
- Before the 19th century, most technology stood as discrete chunks. After the 19th century it became a complex system.
- Paul David asserts that in complex systems, certain components will hold back the whole system because those components need to comply with existing standards.
- Ships are some of the first examples of these complex systems. 
P116
- Pooling resources to purchase high capital cost equipment gave rise to larger firms
- [[Henry Bessemer]] figured out the [[Bessemer Process]] for making cheap steel through inspiration from another source.
P117
- The bessemer process was simultaneously invented.
- Mokyrs explanation for simultaneous invention is that `a problem was defined jointly by a perceived market need and by the tstate of the art as defined by previous inventions and accumulation of knowledge` and that the two inventors may have had 2nd or 3rd degree connection
P121
- systematic research was needed to make new chemicals
- the people doing this systematic research needed to be protected from short term demands for practical results
- State sponsored research in the mid 19th century in Saxony  was necessary for better results because of the need for long term systematic research
- This was especially focused on agriculture 
129
- tea clippers were the peak of sailing ship design and could achieve speeds of 15 knots
- steam ships displaced sailing ships on short routes but needed longer to overcome all their problems
P 130
- `The optimal design of the bicycle was difficult because the attributes of the bicycle spanned a number of dimensions: speed, comfort, safety, elegance, and price were all considered and had to be traded off against each other.`
P 133
- Parsons and Gustav de Laval simultaneously invented the steam turbine solved the problem that reciprocating compound steam engines could only develop so much speed.
- More than 200 patents had been filed for steam turbines already.
- Mokyr uses this as a warning against generalizing that things emerge when the time is right.
P 144 
- Wireless telegraphy is an example of science leading to invention
- Telegraphy was implied by Maxwell’s laws
P 146
- The “Leonardo problem” is that `Gadgets and devices can be conceived that are known to be possible but cannot be built efficiently because supporting technologies are lacking`
P 147
- claims that only technological progress can support sustained growth because it doesn’t suffer from diminishing returns
P151
- Pushes back on the idea that “necessity is the mother of invention” and cites counterexamples and authorities who agree.
P152
- Mokyr rejects the fact that higher incomes determine which technologies are created
- Culture matters because there are high costs to adopting technology and the more the cultural barriers the less people will be to bear those costs
P155
- A ‘Crusoe Game’ pits players against nature (Neumann and Morgenson) 
- Technology is a Crusoe game at first  
- White: `A group can conceive nothing that is not first conceived by a person`
- Rudolf Diesel: two phases of technological progress - first the creative inventive part and then the part to drive adoption
P158
- Risk aversion plays a role in where technological progress happens but there are no good theories for it
P169
- Examples of successful inventions based on incorrect theory
	- Hot air balloons
	- Chlorine bleaching
	- Steel making
P178
- Technology is often resisted because the benefits are diffuse and the harms are acute 
P180
- most autocratic rulers in history have been anti technology
P182
- Asserts that government sets the cultural attitude towards non conformists
P189
- Argues that islam and judaism adopted the attitude that challenging previous knowledge was sacriligeous 
P196
- Constantine and Diocletian tied people to the work of the forefathers 
- Mokyr attributes the reforms of C and D to declining technological progress in late Rome
- Often argued that a gap between the people who work with their hands and presteige hurts progress
197
- Management and ownership were separated in the classical period which led to misaligned incentives and lack of invention
202
- Asserts that western christianity had something to do with technological change
- Gave the attitude that nature was given by God to man to do what he pleased with it 
- Technology requires a slight ‘crime against nature’
203
- Monastic orders created a small bridge between the upper classes and the people who do stuff 
P205
- once you expose creative people to labor they start making ways for that labor to go away
P227
- The argument that Chinese frame of mind is not suitable to technological advancement is weak - there was tech advancement that stopped without a huge change of culture
P232
- Needham argued that Chinese default is homeostasis and western default is instability 
- This difference may be because of cultural attitudes towards the people who are *hurt* by technological change
P233
- In china, large tech changes that would change the social order were avoided
P233
- In the west the state supported very few non-military inventions before the industrial revolution
234
- In china needed government support to do any innovation in mining (and other areas) 
- Chinese bureaucracy came to play a huge role in tech progress
	- This is possibly because of the coordination needed for rice farming and irrigation
P234
- Chinese state monopolized trade in goods and infrastructure and intervened directly in the economy
- By contrast, European government was just another player in the economy 
P237
- Innovation run by beaurocrats is dependent on their goodwill
- Valuing stability will inevitably come into conflict with technology and if there is an absolute government that values stability it will tamp technology
P241
- At the end of the 17th century Britain was technologically “100 years behind” the continent
- Many technologies converge on mining (chemistry, civil engineering, metallurgy) which makes it a good tech barometer
P243
- Britain had a unique set of human capital shaped by social structures: middle class and many closed doors to nonconformists 
P244
- Many of the British invented devices during the industrial revolution were dumb luck
P245
- Strong transportation networks in Britain made the markets large which increased incentives to invent things
- But large markets aren’t sufficient (per the example of china)
P251
- Patent systems encourage marginal inventions because they only give you the benefit for a finite time so you won’t get most of the value from a huge thing whose impact will only be latter
P254
- One reason the industrial revolution happened in Britain may be because there were not as many entrpreneurs (distinct from inventors) on the continent
- Two positive feedback loops - imitation effect where people wanted to get rich the way other people have and complementarily effect, where when more things were created more things could be created
P266
- There is some game theory that says there is a positive feedback loop that makes it less likely new technology will be adopted every time a new technology is not adopted
- Cardwell’s Law
P284
- you could model technological change as a biological process
P288
- What is progress?
- Economist definition is “the capacity of the productive sector to meet human needs relative to resources”
- This throws some questions on whether there was progress before 1850
291
- `A macroinvention is an invention without clear cut parantage, representing a clear break from previous technique`
- Although all technology has precursors, you need to evaluate the precursors on how successful they are
P296
- Technology advances at different rates in different areas
- Rapid change is less likely in complex systems (ships, mines farms)
- Rapid technological advancement is more likely when it is not location specific
P303
- History deals with what people have done - counterfactuals are hard
- Failures in tech don’t
- `By the nature of technology we rarely miss what was not invented`
### Author
[[Joel Mokyr]]


                            

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