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Imposed Handicap Training

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Sometimes, it's not enough to just practice in a "fair" or typical way. Getting really good at something implies the ability to do it even when there are factors impeding the person doing it. This trope is an intentional invocation of this, by having the trainee devote themselves to what would otherwise be a routine training session with additional restrictions.
This is not necessarily a Sub-Trope of Training from Hell, but they do frequently overlap. In order to be an example of this, the training should involve tasks or conditions which wouldn't be present when the person is doing the thing they trained for "for real". Training for a difficult task by subjecting yourself to that task is just standard practice. This is training for a less difficult task by subjecting yourself to a more difficult one. If the trainee (or a trusted partner) can't remove the handicap at will, then it's not an example of this trope.
Examples include:
Attempting to use normal abilities while under the effects of a Power Limiter
Conversely, attempting to perform a difficult task without the aid of a Super Mode or other powered-up state that they would normally have readily available
Doing a strenuous activity with additional weights bound to the trainee
Asymmetric sparring... the trainer has a distinct martial advantage over the trainee, such as longer reach, padded armor, or is simply bigger and stronger
Attempting something that requires deep concentration while there are distractions, ranging from obnoxious noises to a whole other facet of training to deal with
Attempting common tasks in a manner the trainee is not familiar with, such as fighting while leading with their other hand or wayfinding in foreign territory
The reasons for doing this can vary. Maybe the trainee is already excellent in his field and this is the only conceivable way to get better still. Or maybe this is the best use of an otherwise modest budget. Regardless, the effect is usually that the trainee quickly finds ways to work through or around the limitations and becomes more formidable as a result.
It's possible to invoke this trope using handicaps that are completely and totally unrelated to the task actually being performed, such as practicing for combat with the added stipulation that you have to sing while you fight. Unless you can perform Magic Music, those kinds of handicaps aren't likely to help you get better.
When such handicaps are used for fun/glory instead of training, it's a Self-Imposed Challenge. If done in a particularly dangerous fashion, this overlaps with Training from Hell. See Charles Atlas Superpower for the eventual result. When they reveal this sort of thing in the middle of "the real deal", like a combat situation, that's I Am Not Left-Handed. Also related is Boxing Lessons for Superman, in as much as it's a similar means of expanding a character's repertoire by bolstering their superpowered abilities with beneficial skills that are mundane by comparison. See also Wax On, Wax Off for when exercise is disguised as a mundane task.
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Wonder Woman (1942): Women training in hopes of becoming Amazons have to go through quite a few obstacles while their hands and/or feet are bound and while blindfolded.
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Samurai Jack: In "Jack Learns to Jump Good", a monkey tribe teaches Jack to "jump good" by tying heavy rocks to his wrists and ankles, and a boulder to his back.
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In JoJo's Bizarre Adventure: Phantom Blood, Jonathan's first real fight after learning Hamon is against Jack the Ripper, who has been turned into a zombie by Dio. His Hamon mentor, William Zeppeli, imposes a restriction on him to prove the results of his training: he must defeat Jack while holding a glass of wine, and without spilling a single drop. The wine ends up actually giving him an advantage, as he can use it to find Jack's location in the dark by channeling Hamon through it.
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In an episode of Agents of S.H.I.E.L.D., Fitz needs to be able to put together a transceiver in under 6 minutes. Unfortunately, he suffered brain damage in the previous season and has lost most of the function in one hand. Coulson tells him to practice doing it one-handed, and throughout the episode we see him doing so. By mission time, he tells Coulson that despite all his practice, he could only get his time down to just a little over 7 minutes. Coulson tells him that's too slow, to which Fitz replies that the one hand he'd been practicing with was his bad hand. With both hands, he'll be fine.
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In JoJo's Bizarre Adventure: Battle Tendency, Lisa Lisa forces Joseph to wear a special Hamon breathing mask during his Training from Hell. This mask only allows him to breathe if he performs the Hamon breath technique. By wearing it nearly 24/7 for a month, only taking it off when eating and brushing his teeth, Hamon breathing becomes second nature to him.
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Naruto:
Rock Lee wears ludicrously heavy training weights on his legs most of the time, which make a pair of craters when he drops them. This makes him extremely fast once they are removed.
One of Kakashi's self-training methods is free climbing with one hand tied to his back.
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The Hitchhiker's Guide to the Galaxy (1978): Lintilla has a pseudofracture (all the pain, discomfort, and swelling of a broken arm without the trouble of it actually being broken) and a 'crisis inducer' which place her under extreme pressure and thus push her to work harder/faster.
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In The Inheritance Cycle, towards the end of the series, Eragon and Arya are sparring to keep their edge in time to fight Galbatorix. Arya pulls out every distracting trick she can think of, including making Eragon Distracted by the Sexy, so as to toughen his mentality in case Galbatorix starts to use illusion magic, he will be able to remain focused on his goal.
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Dragon Ball: one of the most common methods of training is making one's body heavier, which increases both their strength and speed. They came in two styles: weighted clothing and higher gravity. While Goku and co. attain various transformations that increase their power enormously, they often choose to train under these circumstances because the forms multiply their base power, which is easier to put under more effort.
The earliest example dates right back to the very first training Goku undertook, where he and Krillin wear weighted turtle shells while performing manual labour, which pushes their abilities beyond human (this is what Goku refers to in the page quote). Those training with Kami also wear a weighted shirt, boots, and armbands, with Kami's evil counterpart Piccolo always wearing a weighted turban and shoulder pads. A character deciding to take their weights off meant things were getting serious, and next to "I'm not fighting at full power", discarding what are revealed to be weighted clothes was one of the most common mid-fight reveals. Weights would appear again while Goku was in Other World (as shown in the page image), with their colossal weights accomplished through magic.
Starting with the Dragon Ball Z stories, weighted clothing would be switched out with higher gravity. Goku first encountered this when visiting Kaio's world, which has 10x the gravity of Earth (and as Kaio points out, Goku's opponents came from a world with the same, so he had a lot of catching up to do). For the journey to Namek Goku had Bulma's father allow his spaceship to apply 100x gravity, which paired well with the "Zenkai" boost, and Vegeta would later demand the same. Higher gravity is also present in the Hyperbolic Time Chamber past the central living area.
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The New Adventures of Winnie the Pooh: Rabbit unintentionally tricks Tigger into doing this in the episode "Tigger's Shoes." Sick of being bounced on by Tigger, Rabbit decides to prank him by telling him a lie about a relative of his called "Awesome Bunny of Upsidasium" who could bounce up a huge cliff in his sleep and then giving him a pair of weighted shoes that he claims will help him bounce like his relative. His intent was to wreck Tigger's confidence in his bouncing abilities by making it impossible for Tigger to bounce up the cliff, but Tigger stubbornly keeps practicing with the shoes and ends up actually jumping over the cliff in his sleep when he isn't wearing the shoes, leading him to think that this trope was Rabbit's intent all along.
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The Dresden Files: After gaining the Winter Mantle, Harry wears a weighted vest weighing several hundred pounds during his daily jogs just to make them worthwhile.
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In Air Gear, Ikki is forced to invoke this by his big sister figure, Rika, in part to make him stronger but with the benefit of forcing him to be unable to go as high normally since she's worried about him falling and dying. Ikki ends up taking advantage of the weights as improvised armor, allowing him to tank blows he normally wouldn't.
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In The Kingkiller Chronicle students learning Sympathy at the University often practice using less than ideal links, such as trying to set a hair on fire by burning a straw.
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During Season 3 of Tower of God, Baam is forbidden from using the Thorn or the power of the Black March while training under Evankhell in order to hone his basic abilities.
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Redbelt: The main character drills his students in self-defense techniques with randomly assigned handicaps, such as binding one hand behind their back. This inspires some promotors to take this practice into Mixed Martial Arts bouts, something that could never happen in real life.
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In Fire Birds, Nicholas Cage's character (who's been assigned to train to fly the new-fangled Apache combat helicopters) is unable to fly straight because he has cross-dominant eyesight (he's right-handed but he aims with his left) and the Apache's HUD monocle is designed to be placed above the right eye. The solution by the main instructor: blindfold Cage's character and tie a periscope around his right eye (with panties) and have him drive a Jeep around the base so he'll get used to it.
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In Protector of the Small, knight training is harsher and more intensive than it was in Song of the Lioness and includes wearing weighted practice harnesses, adding more and more weight to them over time, to build pages' muscles and get them ready to move and fight while wearing armor.
In order to make Keladry's life harder, Joren gets a weighted practice lance and makes sure Kel gets it as she starts training with the lance for the first time. Consequently she struggles at first and, seeing that the boys don't seem bothered, glumly believes that she's not as strong in the arms as they are and immediately starts learning exercises to strengthen her arms. When she realizes that her lance is weighted she keeps using it, partly to avoid looking like a complainer and partly because she hoped that practicing with extra weight would help develop her strength and endurance. As a result, jousting became one of her specialties and she proved her worth to several experienced knights who challenged her. She also wound up switching to all weighted training weapons so that she wouldn't lose the benefit of the extra strength training when practicing another kind of combat.
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Wolverine once trained under a master samurai to learn how to properly wield a katana. The training regimen included this, where he would regularly spar with that master using a wooden practice blade broken to half length, while the master was Dual Wielding.
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Parodied in Dragon Ball Z Abridged:
When Raditz is fighting Goku and Piccolo, they discard their weighted training clothes (which is only their outer layers) and Raditz' scouter shows their power level increasing. Being an alien, Raditz mistakenly believes that on Earth nudity makes people stronger - and off-screen can be heard unzipping his pants - until Goku points out it's because of the weighted clothing they just took off.
Piccolo removes his weighted clothes in his fight against Frieza, only to realize that he hasn't bothered to increase the weight recently and it isn't going to make much of a difference.
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In the book version of The Princess Bride, one of Inigo's sword teachers emphasized this to the point of disdaining all else. He would rant about how fights to the death are rarely, if ever, going to be held under ideal conditions and thus you have to be ready for every possible bad scenario, such as what if you're trying to fight while severely injured, if you're in the midst of terrible weather, etc. This master ridiculed other famous master teachers for teaching as though bouts would take place in a ballroom, and when Inigo is badly wounded by Count Rugen, it's this training and experience he calls on to see himself through it.
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Mega Monster Battle: Ultra Galaxy Legends: Ultraman Leo trains Zero this way, placing a restrictive suit on him while sparring in order to help develop his skills and strength without relying on his powers.
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Rocket Power: In one episode, Twister takes over as the captain of the main four's hockey team and imposes some odd—but effective—training methods. In one case, he blindfolds Sam and Reggie and has them go through an obstacle course, explaining that he saw on television that cutting off one sense strengthens the others. Sure enough, Reggie and Sam are able to navigate the course by using smell and hearing alone.
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Rebuild World: Akira accepts the task of Training the Peaceful Villagers to turn the slum gang he’s supporting alongside Sheryl into a Hunter Gang, after a brutal attempted robbery of the relic shop at their headquarters served as a Misfit Mobilization Moment for them. He gives them Augmented Reality goggles, with his Virtual Sidekick Alpha using them to simulate the gunshots and provide tutorials, bullet trajectories, etc to the trainees. In order to balance Akira’s mock battles against the whole group alone, he fights with the power settings for his Powered Armor set lower than normal, and his Everything Sensor is limited to simulate enemy jamming.
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Star Trek:
Subverted in the Star Trek: The Next Generation episode "Lower Decks." Worf, who teaches a Klingon martial arts class aboard Enterprise, blindfolds and spars with one of his students; telling her that this is what's happening. What he's actually doing is trying to teach her to be more assertive. After Worf knocks her on her butt a few times, she finally stands up to him and protests the blatantly unfair contest; which is exactly what Worf wanted her to do.
Star Trek: Voyager: In "Tattoo" The Doctor programmed himself to experience Levodian Flu for 29 hours to prove to the crew that minor discomforts and illnesses are nothing to complain about and he could still work even with the holographic virus infecting his program. It winds up being a lesson for him as Kes secretly adds a few hours on because she felt it wasn't a fair demonstration if he knew when it would end. It results in The Doctor learning a major lesson about showing compassion to crew members experiencing pain and sickness.
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My Fair Lady, Higgins makes Eliza read a poem while holding marbles in her mouth, reasoning that if she can speak clearly with a mouthful of marbles she can easily manage the same without them.
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Final Fantasy II: Can be Invoked by the player in combat. Your party members are fully capable of attacking or casting offensive spells on each other, which can be used to increase their stats as per the game's Stat Grinding system. In short, your party gains experience by switching the fight from "kill the goblins" to "kill the goblins while the party's fighter takes swings at you and the mage steals away your mana".
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Nightwing: Dick takes Tim Drake for training that involves riding train tops around Bludhaven while blindfolded and doing various balancing exercises. Tim is not amused when they get ambushed while doing so.
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Full-blooded elves in Dragon Mango are hurt and weakened by touching Cold Iron. Eclair is a swordswoman who graduated from the Sherbert School of Incredibly Dangerous Swordplay (which fits its trainees with iron armor as part of its training regimen). She continues to wear iron armor even after graduating — removing it lets her fight on even footing with a dragon.
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Berserk (1997): Accidentally invoked by Guts, who was reared in a mercenary band and thus started training with swords meant for adults. As an adult, his swords are still longer than he is tall.
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In The Elder Scrolls, weapon skills level up based on the number of times you hit an enemy, not the power of the weaponnote In The Elder Scrolls V: Skyrim the base damage of the weapon does count, but any smithing, skill or enchantment bonuses don't , so it is advisable to use the weakest weapon possible if you want to grind effectively.
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In the Pokémon games, the Macho Brace and Power items boost the Base Points gained in battle, but halve the speed of any Pokémon holding them.
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The Witch of Knightcharm: Rosa Montaldo, a student witch at an evil Wizarding School trains with weights on her legs to build up her strength and make herself even tougher. This is helpful for her because her combat style focuses largely on physical attacks which are backed up by buffing her own strength and stamina, so by improving her baseline physical attributes, she can become even tougher.
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JoJo's Bizarre Adventure:
In JoJo's Bizarre Adventure: Phantom Blood, Jonathan's first real fight after learning Hamon is against Jack the Ripper, who has been turned into a zombie by Dio. His Hamon mentor, William Zeppeli, imposes a restriction on him to prove the results of his training: he must defeat Jack while holding a glass of wine, and without spilling a single drop. The wine ends up actually giving him an advantage, as he can use it to find Jack's location in the dark by channeling Hamon through it.
In JoJo's Bizarre Adventure: Battle Tendency, Lisa Lisa forces Joseph to wear a special Hamon breathing mask during his Training from Hell. This mask only allows him to breathe if he performs the Hamon breath technique. By wearing it nearly 24/7 for a month, only taking it off when eating and brushing his teeth, Hamon breathing becomes second nature to him.
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Spider-Man: During a period when he had lost his spider senses, Spider-Man agreed to let Shang-Chi teach him to fight. During the beginning of their training, Shang Chi had Spider-Man wear a power-dampening collar designed by Tony Stark. Inverted after Shang Chi taught Spider-Man the basics and they worked together to create a new martial arts form that would take advantage of his strength and wall-crawling abilities; Shang Chi instead would wear Stark-Tech boots and gloves that allowed him to duplicate Spider-Man's wall-crawling.
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Spoofed on the SpongeBob SquarePants episode "You're Fired, Mrs. Puff", when the new boating teacher makes SpongeBob run the obstacle course blindfolded. It works, only now SpongeBob can only drive while blindfolded.
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Warhammer 40,000: Many Space Marine Chapters have their initiates fight against full Space Marines before, during, and after their surgical enhancements as part of their grueling Training from Hell, as well as getting them used to fighting enemies bigger than them (which the galaxy has no shortage of).
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In the Homer Price stories, Grandpa Hercules trained to make a big leap while wearing additional weights on his clothes. If the muscles are used to moving with the added weight, they'll let him jump large distances once the weight is gone. This works.
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In Looking for Group, Cale is trained to fight unarmed against multiple armed opponents, whilst blindfolded.
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The Apprentice, the Student, and the Charlatan: Nova Shine duels against Twilight Sparkle blindfolded, which allows him to more directly train his energy-sensing ability since he won't be distracted by eyesight.
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In Captain Tsubasa, Hyuga's coach trains his soccer team by ordering them to dribble and kick the balls on shore tides. Hyuga himself takes this further by using a heavier ball.
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Starting with the Dragon Ball Z stories, weighted clothing would be switched out with higher gravity. Goku first encountered this when visiting Kaio's world, which has 10x the gravity of Earth (and as Kaio points out, Goku's opponents came from a world with the same, so he had a lot of catching up to do). For the journey to Namek Goku had Bulma's father allow his spaceship to apply 100x gravity, which paired well with the "Zenkai" boost, and Vegeta would later demand the same. Higher gravity is also present in the Hyperbolic Time Chamber past the central living area.
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In the Mao Mao: Heroes of Pure Heart episode "All By Mao Self" Mao Mao decides that he's not facing challenges befitting a legendary hero so he gives himself leg weights to making fighting more challenging. When he still thinks it's too easy he also blindfolds himself and holds scorpions in his hands to increase the handicap.
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Star Trek: Voyager: In "Tattoo" The Doctor programmed himself to experience Levodian Flu for 29 hours to prove to the crew that minor discomforts and illnesses are nothing to complain about and he could still work even with the holographic virus infecting his program. It winds up being a lesson for him as Kes secretly adds a few hours on because she felt it wasn't a fair demonstration if he knew when it would end. It results in The Doctor learning a major lesson about showing compassion to crew members experiencing pain and sickness.
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In Pokémon Journeys: The Series, Goh trained his Magikarp for a jumping competition, and during the final round, it was revealed he was always wearing weights so heavy, two Machamp could not lift them. With the weights off, it leads to the Magikarp jumping so high, he goes out into space. Because Magikarp was not able to complete his jump, his jump is not counted and he loses.
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In one of the most iconic episodes of Gosei Sentai Dairanger, Ryo trains himself to defeat his rival Jin by practicing while wearing a harness that uses heavy springs to make it extremely difficult for him to move. He ends up bleeding and screaming in pain from the springs cutting into his body but he doesn't give up. When he later fights Jin, part way through the fight it is revealed that he is still wearing the harness under his clothes and is able to overpower Jin after ripping it off. The increased strength also allows him to unleash a flurry of punches powerful enough to defeat a Monster of the Week that previously was too durable for the Dairangers to damage.
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Subverted in the Star Trek: The Next Generation episode "Lower Decks." Worf, who teaches a Klingon martial arts class aboard Enterprise, blindfolds and spars with one of his students; telling her that this is what's happening. What he's actually doing is trying to teach her to be more assertive. After Worf knocks her on her butt a few times, she finally stands up to him and protests the blatantly unfair contest; which is exactly what Worf wanted her to do.
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The following is a list of statements referring to the current page from other pages.

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Skills and Training Tropes
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