In short
Automotive manufacturing is the chain of processes that converts steel coil, aluminium, iron and polymer granules into a finished vehicle: casting and forging of powertrain parts, machining to micron tolerances, press-shop stamping of panels, body-in-white welding, painting, and final assembly on a moving line. The subject matters because vehicle cost, weight, safety and quality are decided mostly by process choice, not by design intent alone. It is examined in Manufacturing Technology, Production Technology and Automobile Manufacturing papers, and in GATE (ME) under Manufacturing and Industrial Engineering (casting, forming, joining, machining, metrology, line balancing). Every graduate-engineer-trainee interview at Maruti Suzuki, Tata Motors, Mahindra, Hyundai, Toyota Kirloskar, Bajaj, TVS, Hero, Ashok Leyland, Bosch, Sundram Fasteners and the Tier-1 cluster around Chennai, Pune and Manesar draws on it.
Explained
The four shops and the flow of a vehicle
- A car plant is organised as Press shop → Weld shop (body-in-white) → Paint shop → Trim-Chassis-Final (TCF) assembly, fed in parallel by powertrain (casting, forging, machining, engine/transmission assembly) and by Tier-1/Tier-2 suppliers.
- Press shop: blanks cut from steel coil are drawn and formed into roof, doors, floor pan, fenders, hood.
- Weld shop / BIW: 300-500 panels joined by 3,000-5,000 resistance spot welds plus MIG welds, adhesive and clinching, into an unpainted body (the "body-in-white").
- Paint shop: pre-treatment, electrocoat (ED/CED), sealer, primer, base coat, clear coat, ovens. Most capital-intensive and most energy-intensive shop.
- TCF: the painted body receives trim (harness, glass, dashboard), chassis (engine-transmission "marriage", suspension, brakes), then wheels, fluids, roll-test and rain test.
- Flows: in-line (sequential stations), cellular (U-cells for sub-assemblies), job-shop (tool room, prototype). Mass production uses a transfer/flow line; tractors and buses often use mixed-model assembly at low volume.
Casting and forging of powertrain parts
- Sand casting (green sand, shell, no-bake): cylinder blocks, heads, manifolds, brake drums, housings in grey cast iron (FG 200/FG 260 grades, IS 210) or CGI. Cheap tooling, complex internal cores, poor surface finish (Ra 6-25 µm), allowances for shrinkage, machining, draft.
- Pressure die casting: molten aluminium (ADC12, A380) injected at 500-1,200 bar into a steel die; used for gearbox casings, oil sumps, alternator and clutch housings, wheels. Fast (cycle 20-90 s), thin walls (2-4 mm), but porosity limits pressure-tight and heat-treated parts. Vacuum/squeeze die casting and semi-solid (thixo) casting reduce porosity.
- Gravity and low-pressure die casting: cylinder heads and alloy wheels needing better soundness; lost-foam for complex intake manifolds.
- Investment casting: turbocharger wheels, rocker arms; near-net shape, costly.
- Forging: crankshafts, connecting rods, steering knuckles, gear blanks, axle shafts in medium-carbon and alloy steel (e.g. 42CrMo4, 20MnCr5). Closed-die drop/press forging on 1,000-6,000 t presses, then flash trimming; grain flow follows the part, so fatigue strength is much higher than a casting.
- Powder metallurgy (sintering): valve guides, VVT rotors, oil-pump gears, connecting rods in some engines - near-net shape, controlled porosity for self-lubrication, no machining chips.
- Rule of thumb: casting for complex shapes carrying compressive/stiffness duty; forging for parts carrying cyclic tensile loads; PM for small complex high-volume parts.
Sheet-metal forming - the press shop
- Blanking and piercing: shearing from a coil; punch-die clearance ≈ 3-10% of sheet thickness per side, so edges show rollover, burnish, fracture and burr zones. Shear/angular clearance on the punch reduces peak force.
- Deep drawing: a blank held by a blank holder is drawn into a die by a punch; wall thinning, wrinkling (too little blank-holder force) and tearing/fracture (too much, or draw ratio too severe) are the two failure limits. Limiting draw ratio ≈ 2 for a single draw; deeper cups need redraws.
- Bending: bend allowance uses the neutral axis; springback is recovered elastically and is corrected by overbending, bottoming/coining, or restriking. Springback is severe in high-strength and advanced high-strength steel (AHSS) and in aluminium.
- Stretch forming, ironing, flanging, hemming (door and hood outer skin folded over the inner panel, often with structural adhesive), restrike, trimming.
- Forming Limit Diagram (FLD): major vs minor strain curve separating safe, marginal and failed zones; circle-grid analysis on the panel is the standard shop diagnostic.
- Press types: mechanical crank press (high rate), hydraulic press (constant force, deep draws), servo press (programmable slide motion). Tandem lines (separate presses) are being replaced by transfer presses and progressive dies for speed; a modern tandem line runs 12-18 strokes/min.
- Tailor-welded blanks put different thicknesses/grades in one panel; hot stamping (press hardening) of 22MnB5 boron steel gives 1,500 MPa B-pillars and side-impact beams with almost no springback. Tube hydroforming makes one-piece engine cradles and exhaust manifolds; roll forming makes long sections like roof rails and bumper beams.
- Sheet grades: low-carbon drawing steels (D, DD, EDD to IS 513 Part 1, cold-rolled), bake-hardenable, HSLA, dual-phase DP590/DP780, and 5xxx/6xxx aluminium for closures.
Joining, BIW and surface finishing
- Resistance spot welding (RSW): two electrodes pass 6-15 kA for 100-400 ms through clamped sheets; heat Q = I²Rt melts a nugget. Governed by current, time, electrode force and tip condition; checked by peel/chisel test and nugget diameter ≥ 4√t to 5√t. Robots (ABB, Fanuc, Kuka, Yaskawa) carry servo guns; weld-spot shunting forces minimum pitch.
- Projection welding for nuts and studs; MIG/MAG (GMAW) for exhaust, seat frames, chassis of trucks; laser brazing of roof-ditch joints; laser remote welding for high-stiffness, short-flange joints.
- Mechanical and hybrid joining for mixed materials: self-piercing rivets (SPR), clinching, flow-drill screws, and structural adhesive bonding (epoxy, cured in the paint oven) - essential for aluminium and steel-aluminium bodies where RSW will not work.
- Paint shop sequence: degrease → rinse → phosphating / zirconium pre-treatment → CED (cathodic electrodeposition): body dipped and made cathode, 200-350 V, paint particles deposit uniformly even inside cavities → ED oven ~175 °C → PVC seam sealer and underbody coat → primer (or primerless 3-wet) → base coat (colour) → clear coat → 140-160 °C bake. Dry film total ~100-130 µm.
- Measurements: DFT (dry film thickness), gloss, DOI, orange peel, cross-hatch adhesion, salt-spray (IS 101 / ISO 9227) corrosion hours, cavity wax coverage. Paint defects: dirt/seed, crater, sag, popping, orange peel - a dust-free, humidity-controlled booth and electrostatic bells are used to reach 85-95% transfer efficiency.
- Other finishing: shot blasting and shot peening (springs, gears - raises fatigue life), zinc and zinc-nickel plating with trivalent passivation (REACH/ELV restrict hexavalent chromium), phosphating of fasteners, anodising, powder coating of wheels and frames.
Machining, metrology and heat treatment
- Engine block/head machining line: rough and finish milling of deck faces, boring and honing of cylinder bores (cross-hatch angle 40-55° to retain oil), line-boring of crank tunnel, drilling/tapping, washing, leak test. Tolerances of 10-20 µm and Ra 0.3-0.8 µm are routine; CNC machining centres with pallet changers or dedicated SPM/transfer lines at high volume.
- Crankshaft and camshaft: turn-broaching or turn-milling, CBN grinding of pins and journals, fillet rolling, dynamic balancing. Gears: hobbing/shaping → carburising (case depth 0.5-1.2 mm) → hard finishing by gear grinding or honing; profile accuracy to DIN/ISO grade 5-7.
- Heat treatment: annealing, normalising, through-hardening and tempering, carburising and carbonitriding (gears, pinions), induction hardening (crank pins, axle shafts, valve seats), nitriding (crankshafts, dies), austempering for ADI parts.
- Metrology: CMM, gauges and go/no-go plug and snap gauges (Taylor's principle), air gauges for bores, surface roughness testers, CNC gear testers, roundness and profile testers, 3-D optical/white-light scanning of panels against CAD, GD&T per ISO 1101 for datums, position, runout, profile.
- Assembly technology: DC electric torque-angle nutrunners with torque-angle monitoring for safety-critical joints (torque-to-yield head bolts), poka-yoke fixtures, error-proofing by barcode/RFID of VIN-specific parts, hot-test or cold-test of engines, wheel alignment, headlamp aiming, end-of-line (EOL) diagnostics over OBD and a rain/water-leak booth.
- Jigs and fixtures: hold-locate-support with 3-2-1 locating principle, 6 degrees of freedom arrested, clamping away from machining forces; BIW uses geographic RPS (reference point system) locators so every shop uses the same datums.
Line design, automation and plant practice
- Takt time = available production time ÷ customer demand; cycle time must be ≤ takt time at every station. Line balancing distributes work content so idle time is minimised; the station with the longest cycle is the bottleneck and fixes line output.
- Degrees of automation: manual, mechanised, hard (fixed) automation (transfer lines - cheap per piece, inflexible), flexible automation (robots and CNC - changeable by program), FMS, and plant-wide MES/SCADA with Industry 4.0 traceability. Weld shops are 90-100% robotised; final assembly stays largely manual because of dexterity and model mix.
- Material supply: JIT and JIS (just-in-sequence) deliveries, kanban, milk-run from a supplier park, kitting and dollies, AGV/AMR delivery, conveyors (overhead EMS in paint, flat-top/skillet in TCF).
- Changeover: die change on a press from hours to minutes using quick die change, rolling bolsters and SMED; model mix handled by flexible BIW framing stations (Toyota GBL, "global body line").
- Standards and law in India: IATF 16949 quality system plus ISO 9001, ISO 14001 environment, ISO 45001 / the Occupational Safety, Health and Working Conditions Code, 2020 (one of the four Labour Codes in force from 21 November 2025, which replaced the Factories Act, 1948 and the BOCW Act); AIS/CMVR homologation through ARAI, iCAT, GARC and the other test agencies notified under the CMVR for vehicle conformity and Conformity of Production (CoP); BIS standards for steels and fasteners (IS 513, IS 1875, IS 1367 for fastener property classes); E-waste / Hazardous Waste Rules and Battery Waste Management Rules, 2022 for plant waste; GST on vehicles and parts follows the slabs in force since 22 September 2025 (5%/18%/40%, small cars and most parts at 18%, large/luxury vehicles in the 40% slab) - confirm the current rate for a specific HSN before quoting it.
- Plastics and other processes: injection moulding (bumpers, dashboards, door trims in PP/ABS/PC-ABS), blow moulding (fuel tanks, ducts), extrusion (weather strips), compression moulding/SMC, thermoforming, rotational moulding; vacuum forming of liners; glass, tyre and battery plants are separate process industries feeding the line.
Key points
- Body-in-white (BIW) - the welded, unpainted body shell; the reference for all dimensional quality.
- Takt time - available time per unit of demand; the drumbeat the whole line is designed to.
- Cycle time - actual time a station needs; the largest cycle time is the bottleneck and sets output.
- Deep drawing - blank drawn into a die; wrinkling from too little blank-holder force, tearing from too much.
- Springback - elastic recovery after bending; worse with higher strength and lower modulus (AHSS, aluminium).
- FLD - forming limit diagram; the safe/failure boundary in major-minor strain space, verified by circle-grid analysis.
- Hot stamping - 22MnB5 heated to ~900 °C, formed and quenched in the die to ~1,500 MPa with negligible springback.
- RSW nugget - the melted zone; target diameter ≈ 4√t-5√t mm, controlled by current, time and electrode force.
- CED/ED coat - electrophoretic primer deposited on the body as a cathode; gives uniform corrosion protection inside cavities.
- Pressure die casting - fast, thin-walled aluminium parts, but gas porosity limits pressure-tight and heat-treated uses.
- Forging vs casting - forged grain flow gives far better fatigue strength; casting gives complex internal geometry cheaply.
- Honing cross-hatch - 40-55° pattern in the cylinder bore that retains oil and controls oil consumption.
- 3-2-1 principle - six locators arrest six degrees of freedom in jigs and fixtures; RPS datums keep shops consistent.
- Poka-yoke - error-proofing a station so the wrong part or sequence physically cannot pass.
- JIT/JIS - parts delivered just in time and in build sequence; cuts inventory, exposes supply risk.
- Hard vs flexible automation - transfer line is cheapest per piece at huge volume; robots/CNC pay off with model mix.
- IATF 16949 - the automotive QMS every OEM demands of suppliers; CMVR/AIS homologation via ARAI/iCAT governs the vehicle.
Formulas and examples
Line output = Available time / Bottleneck cycle time; Line efficiency = Σ(station times) / (n × cycle time)
Theoretical minimum stations N_min = Σ task times / Takt time (round up)
Balance delay (% idle) = 1 − Line efficiency
Blanking force F = L × t × τ (L = cut perimeter mm, t = thickness mm, τ = ultimate shear strength N/mm²)
Punch-die clearance c = allowance factor × t (≈ 0.03t-0.10t per side); Stripping force ≈ 0.02-0.10 F
Drawing force F_d = π × d_p × t × σ_u × [(D/d_p) − 0.7] (approximate; D = blank dia, d_p = punch dia)
Blank diameter for a flat-bottom cup (constant area) D = √(d² + 4dh) (d = cup dia, h = cup height, ignoring corner radii)
Draw ratio = D / d; Percentage reduction = (1 − d/D) × 100
Bend allowance BA = (θ/360) × 2π (R + k·t) (k ≈ 0.33 for R < 2t, ≈ 0.50 for R > 2t)
Springback factor K_s = (2R_i + t) / (2R_f + t) (R_i = initial, R_f = final bend radius)
Resistance welding heat Q = I² R t (I in A, R in Ω, t in s, Q in J)
MRR in milling = w × d × f (w = width, d = depth of cut, f = feed rate mm/min); Cutting speed V = πDN/1000 m/min
Taylor's tool life V Tn = C (V m/min, T min, n and C constants)
OEE = Availability × Performance × Quality
Casting shrinkage allowance: pattern dimension = casting dimension × (1 + shrinkage fraction)
1. Takt time, stations and balance delay. A plant runs two shifts of 8 h with 45 min of breaks each, and must build 640 cars a day. Total manual work content at final assembly is 15.4 h per car.
- Available time per shift = 480 − 45 = 435 min = 26,100 s; two shifts = 52,200 s.
- Takt = 52,200 / 640 = 81.56 s/car (≈ 81.6 s).
- Work content = 15.4 × 3,600 = 55,440 s → N_min = 55,440 / 81.56 = 679.7 → 680 stations/operators.
- If the line is actually built with 700 operators at a cycle of 81.56 s: line efficiency = 55,440 / (700 × 81.56) = 55,440 / 57,092 = 97.1%, balance delay 2.9%.
- If one station's cycle creeps to 88 s, output = 52,200 / 88 = 593 cars - a loss of 47 cars a day from one bottleneck.
2. Blanking force and press selection. A door-inner blank has a cut perimeter of 3,800 mm in 0.8 mm DD steel of shear strength 310 N/mm².
- F = 3,800 × 0.8 × 310 = 942,400 N = 942 kN ≈ 96 tonne-force.
- Add stripping force at 5% = 47 kN → total ≈ 990 kN; with a 25% safety margin the duty is ≈1,240 kN ≈ 126 tonne-force, so choose a 160 t press (next standard size).
- Clearance at 6% per side = 0.06 × 0.8 = 0.048 mm, so the die opening is 0.096 mm larger than the punch.
3. Blank size, draw ratio and drawing force. A cup 100 mm diameter and 60 mm deep is drawn from 1.0 mm sheet with σ_u = 400 N/mm².
- D = √(d² + 4dh) = √(100² + 4 × 100 × 60) = √(10,000 + 24,000) = √34,000 = 184.4 mm.
- Draw ratio = 184.4 / 100 = 1.84 (< 2, so a single draw is feasible); reduction = (1 − 100/184.4) × 100 = 45.8%.
- F_d = π × 100 × 1.0 × 400 × (1.844 − 0.7) = 125,664 × 1.144 = 143.8 kN ≈ 14.7 tonne-force; blank-holder force is typically 25-40% of this, i.e. 36-58 kN.
4. Spot-weld heat and nugget check. Two 1.2 mm sheets are welded at 9 kA for 0.2 s with a dynamic resistance of 100 µΩ.
- Q = I²Rt = (9,000)² × 100×10⁻⁶ × 0.2 = 81×10⁶ × 100×10⁻⁶ × 0.2 = 8,100 × 0.2 = 1,620 J.
- Required nugget ≥ 4√t = 4 × √1.2 = 4 × 1.095 = 4.38 mm (5√t criterion gives 5.48 mm). A peel test showing a 4.0 mm button fails the 4√t rule - increase current or weld time, or dress the electrode tip.
5. Cylinder-bore machining time and tool life. A 76 mm bore is rough-bored at V = 180 m/min with feed 0.25 mm/rev over a 120 mm length.
- N = 1000V / πD = 1000 × 180 / (3.1416 × 76) = 180,000 / 238.76 = 754 rpm.
- Feed rate = 0.25 × 754 = 188.5 mm/min → time = 120 / 188.5 = 0.6366 min = 38.2 s per bore; four cylinders = 2.55 min (plus approach and retract).
- With Taylor's equation V Tn = C, n = 0.25, C = 350: T0.25 = 350/180 = 1.944 → T = 1.944⁴ = 14.3 min of cutting. At 2.55 min of cutting per block, that is about 5.6 blocks per edge - a strong case for a lower speed or a CBN insert on a high-volume line.
| Process | Typical automotive part | Tolerance / finish | Tooling cost | Best volume |
|---|---|---|---|---|
| Sand casting | Cylinder block, brake drum | ±0.8-2 mm, Ra 6-25 µm | Low | 1,000 - 1,00,000+ |
| Pressure die casting | Gearbox housing, oil sump | ±0.1-0.3 mm, Ra 1-3 µm | Very high | > 50,000 |
| Closed-die forging | Crankshaft, con rod, knuckle | ±0.3-1 mm | High | > 20,000 |
| Powder metallurgy | VVT rotor, pump gear | ±0.05-0.1 mm | High | > 1,00,000 |
| Stamping (progressive) | Brackets, clips, seat rails | ±0.1-0.5 mm | High | > 1,00,000 |
| Deep drawing (tandem) | Door, roof, floor pan | ±0.5-1.5 mm on panel | Very high | > 50,000/yr |
| CNC machining | Head face, bore, gear blank | ±0.005-0.02 mm, Ra 0.3-0.8 µm | Low-medium | Any |
| Injection moulding | Bumper, dashboard | ±0.1-0.5 mm | High | > 50,000 |
| Joining method | Works on | Strength type | Note |
|---|---|---|---|
| Resistance spot weld | Steel-steel, coated steel | Shear-dominant, point | Cheapest, 3,000-5,000 per body |
| MIG/MAG | Thicker steel, chassis | Continuous, strong | Heat distortion, more rework |
| Laser weld/braze | Steel, short flange | Continuous, stiff | High capex, tight fit-up needed |
| Self-piercing rivet | Aluminium, mixed metals | Mechanical, fatigue-good | No melting; needs two-sided access (punch one side, die/anvil the other) |
| Structural adhesive | Any, incl. steel-Al | Area bonded, stiff, NVH gain | Cures in paint oven; needs clean surface |
| Clinch/flow-drill screw | Thin mixed stacks | Mechanical | Used where welding is impossible |
Where it is used
- Car and two-wheeler OEM plants: Maruti Suzuki (Manesar, Gurugram, Kharkhoda), Hyundai at Sriperumbudur and the Ford-era plant at Maraimalai Nagar, Toyota Kirloskar (Bidadi), Tata Motors (Pune, Sanand), Mahindra (Chakan, Nashik), Hero (Haridwar), Bajaj (Chakan, Waluj), TVS (Hosur) - roles in press, weld, paint, assembly and maintenance engineering.
- Powertrain and casting plants: engine and transmission plants and the foundry/forging cluster - Bharat Forge, Sundram Fasteners, Rane, Endurance, Sansera, Amtek-type forgers, Craftsman Automation - as process, tooling and NPD engineers.
- Tier-1 and Tier-2 suppliers: Bosch, Denso, Minda, Motherson Sumi (plastics and wiring), JBM and Autoline (BIW assemblies), Gabriel, Brakes India - process planning, line layout, SPM and fixture design.
- Tooling, die and automation houses: die design and tryout for press tools, injection moulds, welding fixtures; robot integrators and conveyor/AGV suppliers around Pune, Chennai, Manesar, Pithampur, Rajkot.
- Job roles: manufacturing/process engineer, industrial engineer (time study, line balancing), tool and die engineer, welding engineer, paint process engineer, maintenance and automation engineer, NPD/APQP launch engineer, quality engineer.
- EV manufacturing: cell-to-pack assembly, busbar laser welding, motor stator winding and lamination stacking, aluminium extrusion-intensive battery enclosures at Tata Passenger Electric Mobility, Ola, Ather, Ampere, TVS - the fastest-growing area of this skill set.
Interview questions
- Q: What is body-in-white and why is its dimensional accuracy so critical? A: It is the welded, unpainted body shell; every closure gap, glass fit, suspension pick-up point and crash path references it, so a few millimetres of BIW error become visible fit-and-finish or safety problems downstream.
- Q: Difference between takt time and cycle time? A: Takt time is the pace demanded by the customer (available time ÷ demand); cycle time is what a station actually takes. Every cycle time must be ≤ takt, and the longest one is the bottleneck.
- Q: Why does wrinkling occur in deep drawing and how do you fix it? A: Compressive hoop stress in the flange buckles the sheet when blank-holder force or draw-bead restraint is too low; increase blank-holder force, add draw beads, or change the blank shape - but too much force then causes tearing.
- Q: What is springback and why is it worse in AHSS? A: Elastic recovery after unloading; a higher yield stress with the same Young's modulus stores more elastic strain, so the panel opens up more. It is compensated by overbending, bottoming, restrike and tool-surface compensation from CAE.
- Q: Why is hot stamping used for B-pillars? A: Boron steel 22MnB5 is formed hot (austenitic) and quenched in the die to a martensitic ~1,500 MPa strength with almost no springback - impossible to cold-form at that strength.
- Q: How do you judge whether a spot weld is good without destroying the car? A: Visually for expulsion, indentation and tip condition, by monitoring current-time-force and dynamic resistance in the gun controller, and by ultrasonic testing; destructive peel/chisel tests on audit bodies verify nugget diameter against the 4√t criterion.
- Q: Why can't you spot-weld an aluminium body the way you weld steel? A: Aluminium's high conductivity and tenacious oxide need very high current and degrade electrodes fast, so SPR, clinching, flow-drill screws, laser welding and structural adhesive are used instead.
- Q: What does the CED/ED coat do and why is the body made the cathode? A: It deposits a uniform, throwing-power primer even inside box sections for corrosion protection; cathodic deposition avoids anodic dissolution of the steel and gives better corrosion resistance and adhesion than anodic ED.
- Q: When would you choose a casting over a forging for a connecting rod? A: Almost never for a highly loaded engine - the rod carries reversing tensile loads where forged grain flow and fatigue strength win; cast or PM rods appear only in low-stress or cost-driven small engines.
- Q: Why is a cylinder bore honed and not just finish-bored? A: Honing gives the final size, roundness and a controlled cross-hatch (40-55°) that holds an oil film; a bored surface alone would not control oil consumption or ring wear.
- Q: Transfer line or CNC machining centres for a new engine block line? A: Transfer/SPM line for very high, stable volume of one design (lowest cost per piece); flexible CNC machining centres when volumes are moderate or several variants and future model changes are expected.
- Q: What is the 3-2-1 principle in fixture design? A: Three locators on the primary plane, two on the secondary and one on the tertiary arrest all six degrees of freedom with minimum, non-redundant constraints.
- Q: Which standards would a Tier-1 supplier to Maruti have to satisfy? A: IATF 16949 with the customer-specific requirements, ISO 14001 and ISO 45001 (with the Occupational Safety, Health and Working Conditions Code in force since 21 November 2025), relevant BIS material standards, and for a homologated vehicle part, the AIS/CMVR requirement verified through ARAI or iCAT including Conformity of Production.
Common mistakes
- Treating takt time and cycle time as the same thing, or sizing a line on average station time instead of the bottleneck.
- Forgetting corner radii and trim allowance in blank-size calculations, then wondering why the flange is short on tryout.
- Using the blanking formula with tensile strength instead of shear strength (shear ≈ 0.6-0.8 of tensile), which overstates press tonnage.
- Applying clearance to one side only - the die opening differs from the punch by 2c, not c.
- Quoting a spot weld as "good" on appearance alone, with no nugget-diameter or monitoring evidence.
- Ignoring shrinkage, machining and draft allowances when converting a part drawing into a pattern or die.
- Mixing units in force and power calculations (mm with m, N with kgf, kN with tonne-force) and reporting tonnage ten times out.
- Assuming more automation is always better - final assembly stays manual because dexterity and model mix beat robot cost there.
Related topics
Lean manufacturing and Six Sigma · Automotive quality: IATF 16949 and PPAP · Automotive service and diagnostics · Metal casting and forming (manufacturing technology) · Welding and joining processes · Jigs, fixtures and metrology · Industrial engineering: work study and line balancing